Problema de clasificación#
Análisis del Conjunto de Datos: Satisfacción de Clientes#
1. Implementación de Modelos de Clasificación#
Utilizar la versión de clasificación para cada modelo estudiado en clases.
Predecir la variable respuesta (última columna) y calcular las probabilidades para la variable target.
Generar una tabla de error que contenga las siguientes métricas de clasificación:
Precision
Recall
F1-Score
AUC
Agregar los siguientes elementos:
Matriz de Confusión: Utilizar
confusion_matrix.Curvas ROC: Utilizar
plot_roc.
Registrar los resultados en una tabla de error (similar a Tabla 1) que resuma cada métrica obtenida por modelo.
2. Descripción de las Variables#
Describir los tipos de variables en el conjunto de datos.
Calcular:
Número total de observaciones.
Media, desviación estándar, mínimo, máximo y cuartiles de cada variable.
Realizar un conteo de datos faltantes y calcular su porcentaje.
Graficar:
Histograma o diagrama de barras para la variable respuesta e independientes (según corresponda).
Seleccionar un mínimo de 10 variables independientes para este análisis.
3. Análisis Univariado y Bivariado#
Univariado:#
Analizar simetría, datos atípicos y dispersión utilizando
boxplot().
Bivariado:#
Graficar
scatterplot()yregplot()para un mínimo de 10 pares de variables explicativas.En cada figura, agregar un análisis y descripción.
4. Imputación y Reducción de Dimensionalidad#
Imputación de Datos:#
Realizar imputación de datos faltantes mediante Imputación Iterativa Múltiple.
Reducción de Dimensionalidad:#
Identificar y eliminar columnas altamente correlacionadas utilizando el Variance Inflation Factor (VIF).
Utilizar la función
variance_inflation_factor().Un VIF ≥ 10 indica alta multicolinealidad.
Procedimiento:
Eliminar iterativamente: En cada paso, eliminar la columna con el mayor VIF ≥ 10.
Recalcular el VIF en el nuevo conjunto de datos y repetir hasta que todas las variables tengan un VIF < 10.
Justificar:
Documentar y justificar la eliminación de cada variable.
Proponer una metodología alternativa de reducción de dimensionalidad si se considera más pertinente.
Instalación de librerías#
Se realiza la instalación adecuada de librerías y paquetes para el análisis y modelación.
!pip install pandas numpy matplotlib seaborn scikit-learn scipy tabulate plotly
Requirement already satisfied: pandas in /usr/local/lib/python3.10/dist-packages (2.2.2)
Requirement already satisfied: numpy in /usr/local/lib/python3.10/dist-packages (1.26.4)
Requirement already satisfied: matplotlib in /usr/local/lib/python3.10/dist-packages (3.8.0)
Requirement already satisfied: seaborn in /usr/local/lib/python3.10/dist-packages (0.13.2)
Requirement already satisfied: scikit-learn in /usr/local/lib/python3.10/dist-packages (1.5.2)
Requirement already satisfied: scipy in /usr/local/lib/python3.10/dist-packages (1.13.1)
Requirement already satisfied: tabulate in /usr/local/lib/python3.10/dist-packages (0.9.0)
Requirement already satisfied: plotly in /usr/local/lib/python3.10/dist-packages (5.24.1)
Requirement already satisfied: python-dateutil>=2.8.2 in /usr/local/lib/python3.10/dist-packages (from pandas) (2.8.2)
Requirement already satisfied: pytz>=2020.1 in /usr/local/lib/python3.10/dist-packages (from pandas) (2024.2)
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Requirement already satisfied: six>=1.5 in /usr/local/lib/python3.10/dist-packages (from python-dateutil>=2.8.2->pandas) (1.16.0)
from google.colab import drive # Import the drive module from google.colab
drive.mount('/content/drive')
import pandas as pd
import numpy as np
import matplotlib.pyplot as plt
from scipy.stats import kurtosis, skew
import seaborn as sns
import plotly.express as px
import plotly.graph_objects as go
from plotly.subplots import make_subplots
import plotly.subplots as sp
from plotly.graph_objs import Histogram
from tabulate import tabulate
from sklearn.model_selection import train_test_split
from sklearn.impute import SimpleImputer, KNNImputer
from sklearn.preprocessing import StandardScaler, MinMaxScaler, OneHotEncoder
from sklearn.pipeline import Pipeline
from sklearn.compose import ColumnTransformer
from sklearn.linear_model import LogisticRegression
from sklearn.tree import DecisionTreeClassifier
from sklearn.neighbors import KNeighborsClassifier
from sklearn.metrics import accuracy_score, classification_report, confusion_matrix
from scipy import stats
from statsmodels.stats.outliers_influence import variance_inflation_factor
from scipy.stats import chi2_contingency
from sklearn.preprocessing import LabelEncoder
# from sklearn.metrics import roc_curve, auc, plot_roc_curve
Mounted at /content/drive
Importación y tratamiento de datos#
Datos de train#
Se importan los datos a utilizar en formato csv
filepath = ('/content/drive/My Drive/Parcial3/train.csv')
train = pd.read_csv(filepath)
train.head()
| ID | var3 | var15 | imp_ent_var16_ult1 | imp_op_var39_comer_ult1 | imp_op_var39_comer_ult3 | imp_op_var40_comer_ult1 | imp_op_var40_comer_ult3 | imp_op_var40_efect_ult1 | imp_op_var40_efect_ult3 | ... | saldo_medio_var33_hace2 | saldo_medio_var33_hace3 | saldo_medio_var33_ult1 | saldo_medio_var33_ult3 | saldo_medio_var44_hace2 | saldo_medio_var44_hace3 | saldo_medio_var44_ult1 | saldo_medio_var44_ult3 | var38 | TARGET | |
|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|
| 0 | 1 | 2 | 23 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | ... | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 39205.170000 | 0 |
| 1 | 3 | 2 | 34 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | ... | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 49278.030000 | 0 |
| 2 | 4 | 2 | 23 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | ... | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 67333.770000 | 0 |
| 3 | 8 | 2 | 37 | 0.0 | 195.0 | 195.0 | 0.0 | 0.0 | 0.0 | 0.0 | ... | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 64007.970000 | 0 |
| 4 | 10 | 2 | 39 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | ... | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 117310.979016 | 0 |
5 rows × 371 columns
train.info()
<class 'pandas.core.frame.DataFrame'>
RangeIndex: 76020 entries, 0 to 76019
Columns: 371 entries, ID to TARGET
dtypes: float64(111), int64(260)
memory usage: 215.2 MB
El conjunto de datos de entrenamiento train tiene un total de 76.020 registros de satisfacción de clientes para 371 variables, incluidas la variable objetivo TARGET con categorías binarias para clasifición 0-1.
print(train.shape)
(76020, 371)
Se indaga sobre la naturaleza y variabilidad de los datos de entrenamiento de manera superficial. Inicialmente se realiza un conteo de valores únicos para cada columna y validar si existen valores diferentes o repetidos, lo que da pie a indicios de variables que no son de tipo numérico (entero) sino categórico.
variable_types = []
for col in train.columns:
var_type = train[col].dtype
unique_count = train[col].nunique()
value_counts = len(train[col])
variable_types.append([col, var_type, unique_count, value_counts])
table = tabulate(variable_types, headers=['Variable Name', 'Type', 'Unique Values', 'Values Count'], tablefmt='grid')
print(table)
+-------------------------------+---------+-----------------+----------------+
| Variable Name | Type | Unique Values | Values Count |
+===============================+=========+=================+================+
| ID | int64 | 76020 | 76020 |
+-------------------------------+---------+-----------------+----------------+
| var3 | int64 | 208 | 76020 |
+-------------------------------+---------+-----------------+----------------+
| var15 | int64 | 100 | 76020 |
+-------------------------------+---------+-----------------+----------------+
| imp_ent_var16_ult1 | float64 | 596 | 76020 |
+-------------------------------+---------+-----------------+----------------+
| imp_op_var39_comer_ult1 | float64 | 7551 | 76020 |
+-------------------------------+---------+-----------------+----------------+
| imp_op_var39_comer_ult3 | float64 | 9099 | 76020 |
+-------------------------------+---------+-----------------+----------------+
| imp_op_var40_comer_ult1 | float64 | 293 | 76020 |
+-------------------------------+---------+-----------------+----------------+
| imp_op_var40_comer_ult3 | float64 | 346 | 76020 |
+-------------------------------+---------+-----------------+----------------+
| imp_op_var40_efect_ult1 | float64 | 23 | 76020 |
+-------------------------------+---------+-----------------+----------------+
| imp_op_var40_efect_ult3 | float64 | 29 | 76020 |
+-------------------------------+---------+-----------------+----------------+
| imp_op_var40_ult1 | float64 | 224 | 76020 |
+-------------------------------+---------+-----------------+----------------+
| imp_op_var41_comer_ult1 | float64 | 7421 | 76020 |
+-------------------------------+---------+-----------------+----------------+
| imp_op_var41_comer_ult3 | float64 | 8961 | 76020 |
+-------------------------------+---------+-----------------+----------------+
| imp_op_var41_efect_ult1 | float64 | 331 | 76020 |
+-------------------------------+---------+-----------------+----------------+
| imp_op_var41_efect_ult3 | float64 | 454 | 76020 |
+-------------------------------+---------+-----------------+----------------+
| imp_op_var41_ult1 | float64 | 8032 | 76020 |
+-------------------------------+---------+-----------------+----------------+
| imp_op_var39_efect_ult1 | float64 | 336 | 76020 |
+-------------------------------+---------+-----------------+----------------+
| imp_op_var39_efect_ult3 | float64 | 462 | 76020 |
+-------------------------------+---------+-----------------+----------------+
| imp_op_var39_ult1 | float64 | 8149 | 76020 |
+-------------------------------+---------+-----------------+----------------+
| imp_sal_var16_ult1 | float64 | 66 | 76020 |
+-------------------------------+---------+-----------------+----------------+
| ind_var1_0 | int64 | 2 | 76020 |
+-------------------------------+---------+-----------------+----------------+
| ind_var1 | int64 | 2 | 76020 |
+-------------------------------+---------+-----------------+----------------+
| ind_var2_0 | int64 | 1 | 76020 |
+-------------------------------+---------+-----------------+----------------+
| ind_var2 | int64 | 1 | 76020 |
+-------------------------------+---------+-----------------+----------------+
| ind_var5_0 | int64 | 2 | 76020 |
+-------------------------------+---------+-----------------+----------------+
| ind_var5 | int64 | 2 | 76020 |
+-------------------------------+---------+-----------------+----------------+
| ind_var6_0 | int64 | 2 | 76020 |
+-------------------------------+---------+-----------------+----------------+
| ind_var6 | int64 | 2 | 76020 |
+-------------------------------+---------+-----------------+----------------+
| ind_var8_0 | int64 | 2 | 76020 |
+-------------------------------+---------+-----------------+----------------+
| ind_var8 | int64 | 2 | 76020 |
+-------------------------------+---------+-----------------+----------------+
| ind_var12_0 | int64 | 2 | 76020 |
+-------------------------------+---------+-----------------+----------------+
| ind_var12 | int64 | 2 | 76020 |
+-------------------------------+---------+-----------------+----------------+
| ind_var13_0 | int64 | 2 | 76020 |
+-------------------------------+---------+-----------------+----------------+
| ind_var13_corto_0 | int64 | 2 | 76020 |
+-------------------------------+---------+-----------------+----------------+
| ind_var13_corto | int64 | 2 | 76020 |
+-------------------------------+---------+-----------------+----------------+
| ind_var13_largo_0 | int64 | 2 | 76020 |
+-------------------------------+---------+-----------------+----------------+
| ind_var13_largo | int64 | 2 | 76020 |
+-------------------------------+---------+-----------------+----------------+
| ind_var13_medio_0 | int64 | 2 | 76020 |
+-------------------------------+---------+-----------------+----------------+
| ind_var13_medio | int64 | 2 | 76020 |
+-------------------------------+---------+-----------------+----------------+
| ind_var13 | int64 | 2 | 76020 |
+-------------------------------+---------+-----------------+----------------+
| ind_var14_0 | int64 | 2 | 76020 |
+-------------------------------+---------+-----------------+----------------+
| ind_var14 | int64 | 2 | 76020 |
+-------------------------------+---------+-----------------+----------------+
| ind_var17_0 | int64 | 2 | 76020 |
+-------------------------------+---------+-----------------+----------------+
| ind_var17 | int64 | 2 | 76020 |
+-------------------------------+---------+-----------------+----------------+
| ind_var18_0 | int64 | 2 | 76020 |
+-------------------------------+---------+-----------------+----------------+
| ind_var18 | int64 | 2 | 76020 |
+-------------------------------+---------+-----------------+----------------+
| ind_var19 | int64 | 2 | 76020 |
+-------------------------------+---------+-----------------+----------------+
| ind_var20_0 | int64 | 2 | 76020 |
+-------------------------------+---------+-----------------+----------------+
| ind_var20 | int64 | 2 | 76020 |
+-------------------------------+---------+-----------------+----------------+
| ind_var24_0 | int64 | 2 | 76020 |
+-------------------------------+---------+-----------------+----------------+
| ind_var24 | int64 | 2 | 76020 |
+-------------------------------+---------+-----------------+----------------+
| ind_var25_cte | int64 | 2 | 76020 |
+-------------------------------+---------+-----------------+----------------+
| ind_var26_0 | int64 | 2 | 76020 |
+-------------------------------+---------+-----------------+----------------+
| ind_var26_cte | int64 | 2 | 76020 |
+-------------------------------+---------+-----------------+----------------+
| ind_var26 | int64 | 2 | 76020 |
+-------------------------------+---------+-----------------+----------------+
| ind_var25_0 | int64 | 2 | 76020 |
+-------------------------------+---------+-----------------+----------------+
| ind_var25 | int64 | 2 | 76020 |
+-------------------------------+---------+-----------------+----------------+
| ind_var27_0 | int64 | 1 | 76020 |
+-------------------------------+---------+-----------------+----------------+
| ind_var28_0 | int64 | 1 | 76020 |
+-------------------------------+---------+-----------------+----------------+
| ind_var28 | int64 | 1 | 76020 |
+-------------------------------+---------+-----------------+----------------+
| ind_var27 | int64 | 1 | 76020 |
+-------------------------------+---------+-----------------+----------------+
| ind_var29_0 | int64 | 2 | 76020 |
+-------------------------------+---------+-----------------+----------------+
| ind_var29 | int64 | 2 | 76020 |
+-------------------------------+---------+-----------------+----------------+
| ind_var30_0 | int64 | 2 | 76020 |
+-------------------------------+---------+-----------------+----------------+
| ind_var30 | int64 | 2 | 76020 |
+-------------------------------+---------+-----------------+----------------+
| ind_var31_0 | int64 | 2 | 76020 |
+-------------------------------+---------+-----------------+----------------+
| ind_var31 | int64 | 2 | 76020 |
+-------------------------------+---------+-----------------+----------------+
| ind_var32_cte | int64 | 2 | 76020 |
+-------------------------------+---------+-----------------+----------------+
| ind_var32_0 | int64 | 2 | 76020 |
+-------------------------------+---------+-----------------+----------------+
| ind_var32 | int64 | 2 | 76020 |
+-------------------------------+---------+-----------------+----------------+
| ind_var33_0 | int64 | 2 | 76020 |
+-------------------------------+---------+-----------------+----------------+
| ind_var33 | int64 | 2 | 76020 |
+-------------------------------+---------+-----------------+----------------+
| ind_var34_0 | int64 | 2 | 76020 |
+-------------------------------+---------+-----------------+----------------+
| ind_var34 | int64 | 2 | 76020 |
+-------------------------------+---------+-----------------+----------------+
| ind_var37_cte | int64 | 2 | 76020 |
+-------------------------------+---------+-----------------+----------------+
| ind_var37_0 | int64 | 2 | 76020 |
+-------------------------------+---------+-----------------+----------------+
| ind_var37 | int64 | 2 | 76020 |
+-------------------------------+---------+-----------------+----------------+
| ind_var39_0 | int64 | 2 | 76020 |
+-------------------------------+---------+-----------------+----------------+
| ind_var40_0 | int64 | 2 | 76020 |
+-------------------------------+---------+-----------------+----------------+
| ind_var40 | int64 | 2 | 76020 |
+-------------------------------+---------+-----------------+----------------+
| ind_var41_0 | int64 | 2 | 76020 |
+-------------------------------+---------+-----------------+----------------+
| ind_var41 | int64 | 1 | 76020 |
+-------------------------------+---------+-----------------+----------------+
| ind_var39 | int64 | 2 | 76020 |
+-------------------------------+---------+-----------------+----------------+
| ind_var44_0 | int64 | 2 | 76020 |
+-------------------------------+---------+-----------------+----------------+
| ind_var44 | int64 | 2 | 76020 |
+-------------------------------+---------+-----------------+----------------+
| ind_var46_0 | int64 | 1 | 76020 |
+-------------------------------+---------+-----------------+----------------+
| ind_var46 | int64 | 1 | 76020 |
+-------------------------------+---------+-----------------+----------------+
| num_var1_0 | int64 | 3 | 76020 |
+-------------------------------+---------+-----------------+----------------+
| num_var1 | int64 | 3 | 76020 |
+-------------------------------+---------+-----------------+----------------+
| num_var4 | int64 | 8 | 76020 |
+-------------------------------+---------+-----------------+----------------+
| num_var5_0 | int64 | 5 | 76020 |
+-------------------------------+---------+-----------------+----------------+
| num_var5 | int64 | 5 | 76020 |
+-------------------------------+---------+-----------------+----------------+
| num_var6_0 | int64 | 2 | 76020 |
+-------------------------------+---------+-----------------+----------------+
| num_var6 | int64 | 2 | 76020 |
+-------------------------------+---------+-----------------+----------------+
| num_var8_0 | int64 | 3 | 76020 |
+-------------------------------+---------+-----------------+----------------+
| num_var8 | int64 | 2 | 76020 |
+-------------------------------+---------+-----------------+----------------+
| num_var12_0 | int64 | 6 | 76020 |
+-------------------------------+---------+-----------------+----------------+
| num_var12 | int64 | 4 | 76020 |
+-------------------------------+---------+-----------------+----------------+
| num_var13_0 | int64 | 7 | 76020 |
+-------------------------------+---------+-----------------+----------------+
| num_var13_corto_0 | int64 | 3 | 76020 |
+-------------------------------+---------+-----------------+----------------+
| num_var13_corto | int64 | 3 | 76020 |
+-------------------------------+---------+-----------------+----------------+
| num_var13_largo_0 | int64 | 7 | 76020 |
+-------------------------------+---------+-----------------+----------------+
| num_var13_largo | int64 | 7 | 76020 |
+-------------------------------+---------+-----------------+----------------+
| num_var13_medio_0 | int64 | 2 | 76020 |
+-------------------------------+---------+-----------------+----------------+
| num_var13_medio | int64 | 2 | 76020 |
+-------------------------------+---------+-----------------+----------------+
| num_var13 | int64 | 7 | 76020 |
+-------------------------------+---------+-----------------+----------------+
| num_var14_0 | int64 | 5 | 76020 |
+-------------------------------+---------+-----------------+----------------+
| num_var14 | int64 | 4 | 76020 |
+-------------------------------+---------+-----------------+----------------+
| num_var17_0 | int64 | 11 | 76020 |
+-------------------------------+---------+-----------------+----------------+
| num_var17 | int64 | 9 | 76020 |
+-------------------------------+---------+-----------------+----------------+
| num_var18_0 | int64 | 2 | 76020 |
+-------------------------------+---------+-----------------+----------------+
| num_var18 | int64 | 2 | 76020 |
+-------------------------------+---------+-----------------+----------------+
| num_var20_0 | int64 | 2 | 76020 |
+-------------------------------+---------+-----------------+----------------+
| num_var20 | int64 | 2 | 76020 |
+-------------------------------+---------+-----------------+----------------+
| num_var24_0 | int64 | 4 | 76020 |
+-------------------------------+---------+-----------------+----------------+
| num_var24 | int64 | 3 | 76020 |
+-------------------------------+---------+-----------------+----------------+
| num_var26_0 | int64 | 9 | 76020 |
+-------------------------------+---------+-----------------+----------------+
| num_var26 | int64 | 9 | 76020 |
+-------------------------------+---------+-----------------+----------------+
| num_var25_0 | int64 | 9 | 76020 |
+-------------------------------+---------+-----------------+----------------+
| num_var25 | int64 | 9 | 76020 |
+-------------------------------+---------+-----------------+----------------+
| num_op_var40_hace2 | int64 | 19 | 76020 |
+-------------------------------+---------+-----------------+----------------+
| num_op_var40_hace3 | int64 | 5 | 76020 |
+-------------------------------+---------+-----------------+----------------+
| num_op_var40_ult1 | int64 | 30 | 76020 |
+-------------------------------+---------+-----------------+----------------+
| num_op_var40_ult3 | int64 | 35 | 76020 |
+-------------------------------+---------+-----------------+----------------+
| num_op_var41_hace2 | int64 | 51 | 76020 |
+-------------------------------+---------+-----------------+----------------+
| num_op_var41_hace3 | int64 | 22 | 76020 |
+-------------------------------+---------+-----------------+----------------+
| num_op_var41_ult1 | int64 | 68 | 76020 |
+-------------------------------+---------+-----------------+----------------+
| num_op_var41_ult3 | int64 | 96 | 76020 |
+-------------------------------+---------+-----------------+----------------+
| num_op_var39_hace2 | int64 | 50 | 76020 |
+-------------------------------+---------+-----------------+----------------+
| num_op_var39_hace3 | int64 | 22 | 76020 |
+-------------------------------+---------+-----------------+----------------+
| num_op_var39_ult1 | int64 | 71 | 76020 |
+-------------------------------+---------+-----------------+----------------+
| num_op_var39_ult3 | int64 | 99 | 76020 |
+-------------------------------+---------+-----------------+----------------+
| num_var27_0 | int64 | 1 | 76020 |
+-------------------------------+---------+-----------------+----------------+
| num_var28_0 | int64 | 1 | 76020 |
+-------------------------------+---------+-----------------+----------------+
| num_var28 | int64 | 1 | 76020 |
+-------------------------------+---------+-----------------+----------------+
| num_var27 | int64 | 1 | 76020 |
+-------------------------------+---------+-----------------+----------------+
| num_var29_0 | int64 | 2 | 76020 |
+-------------------------------+---------+-----------------+----------------+
| num_var29 | int64 | 2 | 76020 |
+-------------------------------+---------+-----------------+----------------+
| num_var30_0 | int64 | 11 | 76020 |
+-------------------------------+---------+-----------------+----------------+
| num_var30 | int64 | 9 | 76020 |
+-------------------------------+---------+-----------------+----------------+
| num_var31_0 | int64 | 11 | 76020 |
+-------------------------------+---------+-----------------+----------------+
| num_var31 | int64 | 9 | 76020 |
+-------------------------------+---------+-----------------+----------------+
| num_var32_0 | int64 | 5 | 76020 |
+-------------------------------+---------+-----------------+----------------+
| num_var32 | int64 | 5 | 76020 |
+-------------------------------+---------+-----------------+----------------+
| num_var33_0 | int64 | 4 | 76020 |
+-------------------------------+---------+-----------------+----------------+
| num_var33 | int64 | 3 | 76020 |
+-------------------------------+---------+-----------------+----------------+
| num_var34_0 | int64 | 2 | 76020 |
+-------------------------------+---------+-----------------+----------------+
| num_var34 | int64 | 2 | 76020 |
+-------------------------------+---------+-----------------+----------------+
| num_var35 | int64 | 13 | 76020 |
+-------------------------------+---------+-----------------+----------------+
| num_var37_med_ult2 | int64 | 21 | 76020 |
+-------------------------------+---------+-----------------+----------------+
| num_var37_0 | int64 | 22 | 76020 |
+-------------------------------+---------+-----------------+----------------+
| num_var37 | int64 | 22 | 76020 |
+-------------------------------+---------+-----------------+----------------+
| num_var39_0 | int64 | 9 | 76020 |
+-------------------------------+---------+-----------------+----------------+
| num_var40_0 | int64 | 3 | 76020 |
+-------------------------------+---------+-----------------+----------------+
| num_var40 | int64 | 2 | 76020 |
+-------------------------------+---------+-----------------+----------------+
| num_var41_0 | int64 | 9 | 76020 |
+-------------------------------+---------+-----------------+----------------+
| num_var41 | int64 | 1 | 76020 |
+-------------------------------+---------+-----------------+----------------+
| num_var39 | int64 | 2 | 76020 |
+-------------------------------+---------+-----------------+----------------+
| num_var42_0 | int64 | 8 | 76020 |
+-------------------------------+---------+-----------------+----------------+
| num_var42 | int64 | 7 | 76020 |
+-------------------------------+---------+-----------------+----------------+
| num_var44_0 | int64 | 3 | 76020 |
+-------------------------------+---------+-----------------+----------------+
| num_var44 | int64 | 2 | 76020 |
+-------------------------------+---------+-----------------+----------------+
| num_var46_0 | int64 | 1 | 76020 |
+-------------------------------+---------+-----------------+----------------+
| num_var46 | int64 | 1 | 76020 |
+-------------------------------+---------+-----------------+----------------+
| saldo_var1 | float64 | 285 | 76020 |
+-------------------------------+---------+-----------------+----------------+
| saldo_var5 | float64 | 11642 | 76020 |
+-------------------------------+---------+-----------------+----------------+
| saldo_var6 | float64 | 3 | 76020 |
+-------------------------------+---------+-----------------+----------------+
| saldo_var8 | float64 | 1989 | 76020 |
+-------------------------------+---------+-----------------+----------------+
| saldo_var12 | float64 | 3059 | 76020 |
+-------------------------------+---------+-----------------+----------------+
| saldo_var13_corto | float64 | 730 | 76020 |
+-------------------------------+---------+-----------------+----------------+
| saldo_var13_largo | float64 | 229 | 76020 |
+-------------------------------+---------+-----------------+----------------+
| saldo_var13_medio | int64 | 3 | 76020 |
+-------------------------------+---------+-----------------+----------------+
| saldo_var13 | float64 | 859 | 76020 |
+-------------------------------+---------+-----------------+----------------+
| saldo_var14 | float64 | 345 | 76020 |
+-------------------------------+---------+-----------------+----------------+
| saldo_var17 | float64 | 111 | 76020 |
+-------------------------------+---------+-----------------+----------------+
| saldo_var18 | int64 | 3 | 76020 |
+-------------------------------+---------+-----------------+----------------+
| saldo_var20 | float64 | 176 | 76020 |
+-------------------------------+---------+-----------------+----------------+
| saldo_var24 | float64 | 2614 | 76020 |
+-------------------------------+---------+-----------------+----------------+
| saldo_var26 | float64 | 1592 | 76020 |
+-------------------------------+---------+-----------------+----------------+
| saldo_var25 | float64 | 1524 | 76020 |
+-------------------------------+---------+-----------------+----------------+
| saldo_var28 | int64 | 1 | 76020 |
+-------------------------------+---------+-----------------+----------------+
| saldo_var27 | int64 | 1 | 76020 |
+-------------------------------+---------+-----------------+----------------+
| saldo_var29 | float64 | 3 | 76020 |
+-------------------------------+---------+-----------------+----------------+
| saldo_var30 | float64 | 16940 | 76020 |
+-------------------------------+---------+-----------------+----------------+
| saldo_var31 | float64 | 278 | 76020 |
+-------------------------------+---------+-----------------+----------------+
| saldo_var32 | float64 | 75 | 76020 |
+-------------------------------+---------+-----------------+----------------+
| saldo_var33 | float64 | 48 | 76020 |
+-------------------------------+---------+-----------------+----------------+
| saldo_var34 | int64 | 3 | 76020 |
+-------------------------------+---------+-----------------+----------------+
| saldo_var37 | float64 | 4041 | 76020 |
+-------------------------------+---------+-----------------+----------------+
| saldo_var40 | float64 | 282 | 76020 |
+-------------------------------+---------+-----------------+----------------+
| saldo_var41 | int64 | 1 | 76020 |
+-------------------------------+---------+-----------------+----------------+
| saldo_var42 | float64 | 15730 | 76020 |
+-------------------------------+---------+-----------------+----------------+
| saldo_var44 | float64 | 129 | 76020 |
+-------------------------------+---------+-----------------+----------------+
| saldo_var46 | int64 | 1 | 76020 |
+-------------------------------+---------+-----------------+----------------+
| var36 | int64 | 5 | 76020 |
+-------------------------------+---------+-----------------+----------------+
| delta_imp_amort_var18_1y3 | int64 | 2 | 76020 |
+-------------------------------+---------+-----------------+----------------+
| delta_imp_amort_var34_1y3 | int64 | 2 | 76020 |
+-------------------------------+---------+-----------------+----------------+
| delta_imp_aport_var13_1y3 | float64 | 27 | 76020 |
+-------------------------------+---------+-----------------+----------------+
| delta_imp_aport_var17_1y3 | float64 | 7 | 76020 |
+-------------------------------+---------+-----------------+----------------+
| delta_imp_aport_var33_1y3 | float64 | 9 | 76020 |
+-------------------------------+---------+-----------------+----------------+
| delta_imp_compra_var44_1y3 | float64 | 17 | 76020 |
+-------------------------------+---------+-----------------+----------------+
| delta_imp_reemb_var13_1y3 | int64 | 2 | 76020 |
+-------------------------------+---------+-----------------+----------------+
| delta_imp_reemb_var17_1y3 | int64 | 3 | 76020 |
+-------------------------------+---------+-----------------+----------------+
| delta_imp_reemb_var33_1y3 | int64 | 2 | 76020 |
+-------------------------------+---------+-----------------+----------------+
| delta_imp_trasp_var17_in_1y3 | int64 | 3 | 76020 |
+-------------------------------+---------+-----------------+----------------+
| delta_imp_trasp_var17_out_1y3 | int64 | 2 | 76020 |
+-------------------------------+---------+-----------------+----------------+
| delta_imp_trasp_var33_in_1y3 | int64 | 3 | 76020 |
+-------------------------------+---------+-----------------+----------------+
| delta_imp_trasp_var33_out_1y3 | int64 | 2 | 76020 |
+-------------------------------+---------+-----------------+----------------+
| delta_imp_venta_var44_1y3 | float64 | 5 | 76020 |
+-------------------------------+---------+-----------------+----------------+
| delta_num_aport_var13_1y3 | float64 | 6 | 76020 |
+-------------------------------+---------+-----------------+----------------+
| delta_num_aport_var17_1y3 | float64 | 6 | 76020 |
+-------------------------------+---------+-----------------+----------------+
| delta_num_aport_var33_1y3 | float64 | 4 | 76020 |
+-------------------------------+---------+-----------------+----------------+
| delta_num_compra_var44_1y3 | float64 | 9 | 76020 |
+-------------------------------+---------+-----------------+----------------+
| delta_num_reemb_var13_1y3 | int64 | 2 | 76020 |
+-------------------------------+---------+-----------------+----------------+
| delta_num_reemb_var17_1y3 | int64 | 3 | 76020 |
+-------------------------------+---------+-----------------+----------------+
| delta_num_reemb_var33_1y3 | int64 | 2 | 76020 |
+-------------------------------+---------+-----------------+----------------+
| delta_num_trasp_var17_in_1y3 | int64 | 3 | 76020 |
+-------------------------------+---------+-----------------+----------------+
| delta_num_trasp_var17_out_1y3 | int64 | 2 | 76020 |
+-------------------------------+---------+-----------------+----------------+
| delta_num_trasp_var33_in_1y3 | int64 | 3 | 76020 |
+-------------------------------+---------+-----------------+----------------+
| delta_num_trasp_var33_out_1y3 | int64 | 2 | 76020 |
+-------------------------------+---------+-----------------+----------------+
| delta_num_venta_var44_1y3 | float64 | 5 | 76020 |
+-------------------------------+---------+-----------------+----------------+
| imp_amort_var18_hace3 | int64 | 1 | 76020 |
+-------------------------------+---------+-----------------+----------------+
| imp_amort_var18_ult1 | float64 | 3 | 76020 |
+-------------------------------+---------+-----------------+----------------+
| imp_amort_var34_hace3 | int64 | 1 | 76020 |
+-------------------------------+---------+-----------------+----------------+
| imp_amort_var34_ult1 | float64 | 3 | 76020 |
+-------------------------------+---------+-----------------+----------------+
| imp_aport_var13_hace3 | float64 | 425 | 76020 |
+-------------------------------+---------+-----------------+----------------+
| imp_aport_var13_ult1 | float64 | 182 | 76020 |
+-------------------------------+---------+-----------------+----------------+
| imp_aport_var17_hace3 | float64 | 20 | 76020 |
+-------------------------------+---------+-----------------+----------------+
| imp_aport_var17_ult1 | float64 | 42 | 76020 |
+-------------------------------+---------+-----------------+----------------+
| imp_aport_var33_hace3 | int64 | 16 | 76020 |
+-------------------------------+---------+-----------------+----------------+
| imp_aport_var33_ult1 | int64 | 6 | 76020 |
+-------------------------------+---------+-----------------+----------------+
| imp_var7_emit_ult1 | float64 | 4 | 76020 |
+-------------------------------+---------+-----------------+----------------+
| imp_var7_recib_ult1 | float64 | 184 | 76020 |
+-------------------------------+---------+-----------------+----------------+
| imp_compra_var44_hace3 | float64 | 33 | 76020 |
+-------------------------------+---------+-----------------+----------------+
| imp_compra_var44_ult1 | float64 | 85 | 76020 |
+-------------------------------+---------+-----------------+----------------+
| imp_reemb_var13_hace3 | int64 | 1 | 76020 |
+-------------------------------+---------+-----------------+----------------+
| imp_reemb_var13_ult1 | float64 | 33 | 76020 |
+-------------------------------+---------+-----------------+----------------+
| imp_reemb_var17_hace3 | float64 | 2 | 76020 |
+-------------------------------+---------+-----------------+----------------+
| imp_reemb_var17_ult1 | float64 | 20 | 76020 |
+-------------------------------+---------+-----------------+----------------+
| imp_reemb_var33_hace3 | int64 | 1 | 76020 |
+-------------------------------+---------+-----------------+----------------+
| imp_reemb_var33_ult1 | int64 | 2 | 76020 |
+-------------------------------+---------+-----------------+----------------+
| imp_var43_emit_ult1 | float64 | 2342 | 76020 |
+-------------------------------+---------+-----------------+----------------+
| imp_trans_var37_ult1 | float64 | 3831 | 76020 |
+-------------------------------+---------+-----------------+----------------+
| imp_trasp_var17_in_hace3 | float64 | 3 | 76020 |
+-------------------------------+---------+-----------------+----------------+
| imp_trasp_var17_in_ult1 | float64 | 5 | 76020 |
+-------------------------------+---------+-----------------+----------------+
| imp_trasp_var17_out_hace3 | int64 | 1 | 76020 |
+-------------------------------+---------+-----------------+----------------+
| imp_trasp_var17_out_ult1 | float64 | 5 | 76020 |
+-------------------------------+---------+-----------------+----------------+
| imp_trasp_var33_in_hace3 | float64 | 7 | 76020 |
+-------------------------------+---------+-----------------+----------------+
| imp_trasp_var33_in_ult1 | float64 | 6 | 76020 |
+-------------------------------+---------+-----------------+----------------+
| imp_trasp_var33_out_hace3 | int64 | 1 | 76020 |
+-------------------------------+---------+-----------------+----------------+
| imp_trasp_var33_out_ult1 | int64 | 2 | 76020 |
+-------------------------------+---------+-----------------+----------------+
| imp_venta_var44_hace3 | float64 | 4 | 76020 |
+-------------------------------+---------+-----------------+----------------+
| imp_venta_var44_ult1 | float64 | 45 | 76020 |
+-------------------------------+---------+-----------------+----------------+
| ind_var7_emit_ult1 | int64 | 2 | 76020 |
+-------------------------------+---------+-----------------+----------------+
| ind_var7_recib_ult1 | int64 | 2 | 76020 |
+-------------------------------+---------+-----------------+----------------+
| ind_var10_ult1 | int64 | 2 | 76020 |
+-------------------------------+---------+-----------------+----------------+
| ind_var10cte_ult1 | int64 | 2 | 76020 |
+-------------------------------+---------+-----------------+----------------+
| ind_var9_cte_ult1 | int64 | 2 | 76020 |
+-------------------------------+---------+-----------------+----------------+
| ind_var9_ult1 | int64 | 2 | 76020 |
+-------------------------------+---------+-----------------+----------------+
| ind_var43_emit_ult1 | int64 | 2 | 76020 |
+-------------------------------+---------+-----------------+----------------+
| ind_var43_recib_ult1 | int64 | 2 | 76020 |
+-------------------------------+---------+-----------------+----------------+
| var21 | int64 | 24 | 76020 |
+-------------------------------+---------+-----------------+----------------+
| num_var2_0_ult1 | int64 | 1 | 76020 |
+-------------------------------+---------+-----------------+----------------+
| num_var2_ult1 | int64 | 1 | 76020 |
+-------------------------------+---------+-----------------+----------------+
| num_aport_var13_hace3 | int64 | 8 | 76020 |
+-------------------------------+---------+-----------------+----------------+
| num_aport_var13_ult1 | int64 | 7 | 76020 |
+-------------------------------+---------+-----------------+----------------+
| num_aport_var17_hace3 | int64 | 5 | 76020 |
+-------------------------------+---------+-----------------+----------------+
| num_aport_var17_ult1 | int64 | 8 | 76020 |
+-------------------------------+---------+-----------------+----------------+
| num_aport_var33_hace3 | int64 | 4 | 76020 |
+-------------------------------+---------+-----------------+----------------+
| num_aport_var33_ult1 | int64 | 3 | 76020 |
+-------------------------------+---------+-----------------+----------------+
| num_var7_emit_ult1 | int64 | 2 | 76020 |
+-------------------------------+---------+-----------------+----------------+
| num_var7_recib_ult1 | int64 | 6 | 76020 |
+-------------------------------+---------+-----------------+----------------+
| num_compra_var44_hace3 | int64 | 4 | 76020 |
+-------------------------------+---------+-----------------+----------------+
| num_compra_var44_ult1 | int64 | 10 | 76020 |
+-------------------------------+---------+-----------------+----------------+
| num_ent_var16_ult1 | int64 | 13 | 76020 |
+-------------------------------+---------+-----------------+----------------+
| num_var22_hace2 | int64 | 22 | 76020 |
+-------------------------------+---------+-----------------+----------------+
| num_var22_hace3 | int64 | 19 | 76020 |
+-------------------------------+---------+-----------------+----------------+
| num_var22_ult1 | int64 | 18 | 76020 |
+-------------------------------+---------+-----------------+----------------+
| num_var22_ult3 | int64 | 33 | 76020 |
+-------------------------------+---------+-----------------+----------------+
| num_med_var22_ult3 | int64 | 15 | 76020 |
+-------------------------------+---------+-----------------+----------------+
| num_med_var45_ult3 | int64 | 71 | 76020 |
+-------------------------------+---------+-----------------+----------------+
| num_meses_var5_ult3 | int64 | 4 | 76020 |
+-------------------------------+---------+-----------------+----------------+
| num_meses_var8_ult3 | int64 | 4 | 76020 |
+-------------------------------+---------+-----------------+----------------+
| num_meses_var12_ult3 | int64 | 4 | 76020 |
+-------------------------------+---------+-----------------+----------------+
| num_meses_var13_corto_ult3 | int64 | 4 | 76020 |
+-------------------------------+---------+-----------------+----------------+
| num_meses_var13_largo_ult3 | int64 | 4 | 76020 |
+-------------------------------+---------+-----------------+----------------+
| num_meses_var13_medio_ult3 | int64 | 2 | 76020 |
+-------------------------------+---------+-----------------+----------------+
| num_meses_var17_ult3 | int64 | 4 | 76020 |
+-------------------------------+---------+-----------------+----------------+
| num_meses_var29_ult3 | int64 | 3 | 76020 |
+-------------------------------+---------+-----------------+----------------+
| num_meses_var33_ult3 | int64 | 4 | 76020 |
+-------------------------------+---------+-----------------+----------------+
| num_meses_var39_vig_ult3 | int64 | 4 | 76020 |
+-------------------------------+---------+-----------------+----------------+
| num_meses_var44_ult3 | int64 | 4 | 76020 |
+-------------------------------+---------+-----------------+----------------+
| num_op_var39_comer_ult1 | int64 | 63 | 76020 |
+-------------------------------+---------+-----------------+----------------+
| num_op_var39_comer_ult3 | int64 | 92 | 76020 |
+-------------------------------+---------+-----------------+----------------+
| num_op_var40_comer_ult1 | int64 | 34 | 76020 |
+-------------------------------+---------+-----------------+----------------+
| num_op_var40_comer_ult3 | int64 | 47 | 76020 |
+-------------------------------+---------+-----------------+----------------+
| num_op_var40_efect_ult1 | int64 | 7 | 76020 |
+-------------------------------+---------+-----------------+----------------+
| num_op_var40_efect_ult3 | int64 | 9 | 76020 |
+-------------------------------+---------+-----------------+----------------+
| num_op_var41_comer_ult1 | int64 | 60 | 76020 |
+-------------------------------+---------+-----------------+----------------+
| num_op_var41_comer_ult3 | int64 | 88 | 76020 |
+-------------------------------+---------+-----------------+----------------+
| num_op_var41_efect_ult1 | int64 | 25 | 76020 |
+-------------------------------+---------+-----------------+----------------+
| num_op_var41_efect_ult3 | int64 | 40 | 76020 |
+-------------------------------+---------+-----------------+----------------+
| num_op_var39_efect_ult1 | int64 | 26 | 76020 |
+-------------------------------+---------+-----------------+----------------+
| num_op_var39_efect_ult3 | int64 | 40 | 76020 |
+-------------------------------+---------+-----------------+----------------+
| num_reemb_var13_hace3 | int64 | 1 | 76020 |
+-------------------------------+---------+-----------------+----------------+
| num_reemb_var13_ult1 | int64 | 2 | 76020 |
+-------------------------------+---------+-----------------+----------------+
| num_reemb_var17_hace3 | int64 | 2 | 76020 |
+-------------------------------+---------+-----------------+----------------+
| num_reemb_var17_ult1 | int64 | 5 | 76020 |
+-------------------------------+---------+-----------------+----------------+
| num_reemb_var33_hace3 | int64 | 1 | 76020 |
+-------------------------------+---------+-----------------+----------------+
| num_reemb_var33_ult1 | int64 | 2 | 76020 |
+-------------------------------+---------+-----------------+----------------+
| num_sal_var16_ult1 | int64 | 6 | 76020 |
+-------------------------------+---------+-----------------+----------------+
| num_var43_emit_ult1 | int64 | 27 | 76020 |
+-------------------------------+---------+-----------------+----------------+
| num_var43_recib_ult1 | int64 | 38 | 76020 |
+-------------------------------+---------+-----------------+----------------+
| num_trasp_var11_ult1 | int64 | 18 | 76020 |
+-------------------------------+---------+-----------------+----------------+
| num_trasp_var17_in_hace3 | int64 | 3 | 76020 |
+-------------------------------+---------+-----------------+----------------+
| num_trasp_var17_in_ult1 | int64 | 2 | 76020 |
+-------------------------------+---------+-----------------+----------------+
| num_trasp_var17_out_hace3 | int64 | 1 | 76020 |
+-------------------------------+---------+-----------------+----------------+
| num_trasp_var17_out_ult1 | int64 | 2 | 76020 |
+-------------------------------+---------+-----------------+----------------+
| num_trasp_var33_in_hace3 | int64 | 2 | 76020 |
+-------------------------------+---------+-----------------+----------------+
| num_trasp_var33_in_ult1 | int64 | 3 | 76020 |
+-------------------------------+---------+-----------------+----------------+
| num_trasp_var33_out_hace3 | int64 | 1 | 76020 |
+-------------------------------+---------+-----------------+----------------+
| num_trasp_var33_out_ult1 | int64 | 2 | 76020 |
+-------------------------------+---------+-----------------+----------------+
| num_venta_var44_hace3 | int64 | 3 | 76020 |
+-------------------------------+---------+-----------------+----------------+
| num_venta_var44_ult1 | int64 | 9 | 76020 |
+-------------------------------+---------+-----------------+----------------+
| num_var45_hace2 | int64 | 85 | 76020 |
+-------------------------------+---------+-----------------+----------------+
| num_var45_hace3 | int64 | 66 | 76020 |
+-------------------------------+---------+-----------------+----------------+
| num_var45_ult1 | int64 | 94 | 76020 |
+-------------------------------+---------+-----------------+----------------+
| num_var45_ult3 | int64 | 172 | 76020 |
+-------------------------------+---------+-----------------+----------------+
| saldo_var2_ult1 | int64 | 1 | 76020 |
+-------------------------------+---------+-----------------+----------------+
| saldo_medio_var5_hace2 | float64 | 14486 | 76020 |
+-------------------------------+---------+-----------------+----------------+
| saldo_medio_var5_hace3 | float64 | 7787 | 76020 |
+-------------------------------+---------+-----------------+----------------+
| saldo_medio_var5_ult1 | float64 | 14778 | 76020 |
+-------------------------------+---------+-----------------+----------------+
| saldo_medio_var5_ult3 | float64 | 17330 | 76020 |
+-------------------------------+---------+-----------------+----------------+
| saldo_medio_var8_hace2 | float64 | 1325 | 76020 |
+-------------------------------+---------+-----------------+----------------+
| saldo_medio_var8_hace3 | float64 | 439 | 76020 |
+-------------------------------+---------+-----------------+----------------+
| saldo_medio_var8_ult1 | float64 | 2116 | 76020 |
+-------------------------------+---------+-----------------+----------------+
| saldo_medio_var8_ult3 | float64 | 2173 | 76020 |
+-------------------------------+---------+-----------------+----------------+
| saldo_medio_var12_hace2 | float64 | 2834 | 76020 |
+-------------------------------+---------+-----------------+----------------+
| saldo_medio_var12_hace3 | float64 | 1152 | 76020 |
+-------------------------------+---------+-----------------+----------------+
| saldo_medio_var12_ult1 | float64 | 3405 | 76020 |
+-------------------------------+---------+-----------------+----------------+
| saldo_medio_var12_ult3 | float64 | 3447 | 76020 |
+-------------------------------+---------+-----------------+----------------+
| saldo_medio_var13_corto_hace2 | float64 | 1628 | 76020 |
+-------------------------------+---------+-----------------+----------------+
| saldo_medio_var13_corto_hace3 | float64 | 968 | 76020 |
+-------------------------------+---------+-----------------+----------------+
| saldo_medio_var13_corto_ult1 | float64 | 943 | 76020 |
+-------------------------------+---------+-----------------+----------------+
| saldo_medio_var13_corto_ult3 | float64 | 2576 | 76020 |
+-------------------------------+---------+-----------------+----------------+
| saldo_medio_var13_largo_hace2 | float64 | 295 | 76020 |
+-------------------------------+---------+-----------------+----------------+
| saldo_medio_var13_largo_hace3 | float64 | 264 | 76020 |
+-------------------------------+---------+-----------------+----------------+
| saldo_medio_var13_largo_ult1 | float64 | 233 | 76020 |
+-------------------------------+---------+-----------------+----------------+
| saldo_medio_var13_largo_ult3 | float64 | 511 | 76020 |
+-------------------------------+---------+-----------------+----------------+
| saldo_medio_var13_medio_hace2 | float64 | 3 | 76020 |
+-------------------------------+---------+-----------------+----------------+
| saldo_medio_var13_medio_hace3 | int64 | 1 | 76020 |
+-------------------------------+---------+-----------------+----------------+
| saldo_medio_var13_medio_ult1 | int64 | 3 | 76020 |
+-------------------------------+---------+-----------------+----------------+
| saldo_medio_var13_medio_ult3 | float64 | 3 | 76020 |
+-------------------------------+---------+-----------------+----------------+
| saldo_medio_var17_hace2 | float64 | 88 | 76020 |
+-------------------------------+---------+-----------------+----------------+
| saldo_medio_var17_hace3 | float64 | 18 | 76020 |
+-------------------------------+---------+-----------------+----------------+
| saldo_medio_var17_ult1 | float64 | 119 | 76020 |
+-------------------------------+---------+-----------------+----------------+
| saldo_medio_var17_ult3 | float64 | 119 | 76020 |
+-------------------------------+---------+-----------------+----------------+
| saldo_medio_var29_hace2 | float64 | 5 | 76020 |
+-------------------------------+---------+-----------------+----------------+
| saldo_medio_var29_hace3 | float64 | 2 | 76020 |
+-------------------------------+---------+-----------------+----------------+
| saldo_medio_var29_ult1 | float64 | 4 | 76020 |
+-------------------------------+---------+-----------------+----------------+
| saldo_medio_var29_ult3 | float64 | 4 | 76020 |
+-------------------------------+---------+-----------------+----------------+
| saldo_medio_var33_hace2 | float64 | 43 | 76020 |
+-------------------------------+---------+-----------------+----------------+
| saldo_medio_var33_hace3 | float64 | 24 | 76020 |
+-------------------------------+---------+-----------------+----------------+
| saldo_medio_var33_ult1 | float64 | 48 | 76020 |
+-------------------------------+---------+-----------------+----------------+
| saldo_medio_var33_ult3 | float64 | 48 | 76020 |
+-------------------------------+---------+-----------------+----------------+
| saldo_medio_var44_hace2 | float64 | 99 | 76020 |
+-------------------------------+---------+-----------------+----------------+
| saldo_medio_var44_hace3 | float64 | 33 | 76020 |
+-------------------------------+---------+-----------------+----------------+
| saldo_medio_var44_ult1 | float64 | 141 | 76020 |
+-------------------------------+---------+-----------------+----------------+
| saldo_medio_var44_ult3 | float64 | 141 | 76020 |
+-------------------------------+---------+-----------------+----------------+
| var38 | float64 | 57736 | 76020 |
+-------------------------------+---------+-----------------+----------------+
| TARGET | int64 | 2 | 76020 |
+-------------------------------+---------+-----------------+----------------+
Variable Type Counts:
| count | |
|---|---|
| int64 | 260 |
| float64 | 111 |
El conjunto de datos de entrenamiento posee 260 variables enteras y 111 variables flotantes.
type_counts = train.dtypes.value_counts().reset_index()
type_counts.columns = ['Type', 'Count']
print("\nVariable Types and Counts:")
type_counts
Variable Types and Counts:
| Type | Count | |
|---|---|---|
| 0 | int64 | 260 |
| 1 | float64 | 111 |
La vista de tabla para cada variable muestra cuales son los datos en cada registro y se observa un conteo de valores repetitivos para las variable de tipo entero (0, 1, 2,…) lo que podría sugerir que son categorías de elección y que cada tiene algún tipo de significado.
print(tabulate(train.head(10), headers = 'keys', tablefmt='pretty'))
+---+------+------+-------+--------------------+-------------------------+-------------------------+-------------------------+-------------------------+-------------------------+-------------------------+-------------------+-------------------------+-------------------------+-------------------------+-------------------------+-------------------+-------------------------+-------------------------+-------------------+--------------------+------------+----------+------------+----------+------------+----------+------------+----------+------------+----------+-------------+-----------+-------------+-------------------+-----------------+-------------------+-----------------+-------------------+-----------------+-----------+-------------+-----------+-------------+-----------+-------------+-----------+-----------+-------------+-----------+-------------+-----------+---------------+-------------+---------------+-----------+-------------+-----------+-------------+-------------+-----------+-----------+-------------+-----------+-------------+-----------+-------------+-----------+---------------+-------------+-----------+-------------+-----------+-------------+-----------+---------------+-------------+-----------+-------------+-------------+-----------+-------------+-----------+-----------+-------------+-----------+-------------+-----------+------------+----------+----------+------------+----------+------------+----------+------------+----------+-------------+-----------+-------------+-------------------+-----------------+-------------------+-----------------+-------------------+-----------------+-----------+-------------+-----------+-------------+-----------+-------------+-----------+-------------+-----------+-------------+-----------+-------------+-----------+-------------+-----------+--------------------+--------------------+-------------------+-------------------+--------------------+--------------------+-------------------+-------------------+--------------------+--------------------+-------------------+-------------------+-------------+-------------+-----------+-----------+-------------+-----------+-------------+-----------+-------------+-----------+-------------+-----------+-------------+-----------+-------------+-----------+-----------+--------------------+-------------+-----------+-------------+-------------+-----------+-------------+-----------+-----------+-------------+-----------+-------------+-----------+-------------+-----------+------------+------------+------------+------------+-------------+-------------------+-------------------+-------------------+-------------+-------------+-------------+-------------+-------------+-------------+-------------+-------------+-------------+-------------+-------------+-------------+-------------+-------------+-------------+-------------+-------------+-------------+-------------+-------------+-------------+-------------+-------+---------------------------+---------------------------+---------------------------+---------------------------+---------------------------+----------------------------+---------------------------+---------------------------+---------------------------+------------------------------+-------------------------------+------------------------------+-------------------------------+---------------------------+---------------------------+---------------------------+---------------------------+----------------------------+---------------------------+---------------------------+---------------------------+------------------------------+-------------------------------+------------------------------+-------------------------------+---------------------------+-----------------------+----------------------+-----------------------+----------------------+-----------------------+----------------------+-----------------------+----------------------+-----------------------+----------------------+--------------------+---------------------+------------------------+-----------------------+-----------------------+----------------------+-----------------------+----------------------+-----------------------+----------------------+---------------------+----------------------+--------------------------+-------------------------+---------------------------+--------------------------+--------------------------+-------------------------+---------------------------+--------------------------+-----------------------+----------------------+--------------------+---------------------+----------------+-------------------+-------------------+---------------+---------------------+----------------------+-------+-----------------+---------------+-----------------------+----------------------+-----------------------+----------------------+-----------------------+----------------------+--------------------+---------------------+------------------------+-----------------------+--------------------+-----------------+-----------------+----------------+----------------+--------------------+--------------------+---------------------+---------------------+----------------------+----------------------------+----------------------------+----------------------------+----------------------+----------------------+----------------------+--------------------------+----------------------+-------------------------+-------------------------+-------------------------+-------------------------+-------------------------+-------------------------+-------------------------+-------------------------+-------------------------+-------------------------+-------------------------+-------------------------+-----------------------+----------------------+-----------------------+----------------------+-----------------------+----------------------+--------------------+---------------------+----------------------+----------------------+--------------------------+-------------------------+---------------------------+--------------------------+--------------------------+-------------------------+---------------------------+--------------------------+-----------------------+----------------------+-----------------+-----------------+----------------+----------------+-----------------+------------------------+------------------------+-----------------------+-----------------------+------------------------+------------------------+-----------------------+-----------------------+-------------------------+-------------------------+------------------------+------------------------+-------------------------------+-------------------------------+------------------------------+------------------------------+-------------------------------+-------------------------------+------------------------------+------------------------------+-------------------------------+-------------------------------+------------------------------+------------------------------+-------------------------+-------------------------+------------------------+------------------------+-------------------------+-------------------------+------------------------+------------------------+-------------------------+-------------------------+------------------------+------------------------+-------------------------+-------------------------+------------------------+------------------------+------------------+--------+
| | ID | var3 | var15 | imp_ent_var16_ult1 | imp_op_var39_comer_ult1 | imp_op_var39_comer_ult3 | imp_op_var40_comer_ult1 | imp_op_var40_comer_ult3 | imp_op_var40_efect_ult1 | imp_op_var40_efect_ult3 | imp_op_var40_ult1 | imp_op_var41_comer_ult1 | imp_op_var41_comer_ult3 | imp_op_var41_efect_ult1 | imp_op_var41_efect_ult3 | imp_op_var41_ult1 | imp_op_var39_efect_ult1 | imp_op_var39_efect_ult3 | imp_op_var39_ult1 | imp_sal_var16_ult1 | ind_var1_0 | ind_var1 | ind_var2_0 | ind_var2 | ind_var5_0 | ind_var5 | ind_var6_0 | ind_var6 | ind_var8_0 | ind_var8 | ind_var12_0 | ind_var12 | ind_var13_0 | ind_var13_corto_0 | ind_var13_corto | ind_var13_largo_0 | ind_var13_largo | ind_var13_medio_0 | ind_var13_medio | ind_var13 | ind_var14_0 | ind_var14 | ind_var17_0 | ind_var17 | ind_var18_0 | ind_var18 | ind_var19 | ind_var20_0 | ind_var20 | ind_var24_0 | ind_var24 | ind_var25_cte | ind_var26_0 | ind_var26_cte | ind_var26 | ind_var25_0 | ind_var25 | ind_var27_0 | ind_var28_0 | ind_var28 | ind_var27 | ind_var29_0 | ind_var29 | ind_var30_0 | ind_var30 | ind_var31_0 | ind_var31 | ind_var32_cte | ind_var32_0 | ind_var32 | ind_var33_0 | ind_var33 | ind_var34_0 | ind_var34 | ind_var37_cte | ind_var37_0 | ind_var37 | ind_var39_0 | ind_var40_0 | ind_var40 | ind_var41_0 | ind_var41 | ind_var39 | ind_var44_0 | ind_var44 | ind_var46_0 | ind_var46 | num_var1_0 | num_var1 | num_var4 | num_var5_0 | num_var5 | num_var6_0 | num_var6 | num_var8_0 | num_var8 | num_var12_0 | num_var12 | num_var13_0 | num_var13_corto_0 | num_var13_corto | num_var13_largo_0 | num_var13_largo | num_var13_medio_0 | num_var13_medio | num_var13 | num_var14_0 | num_var14 | num_var17_0 | num_var17 | num_var18_0 | num_var18 | num_var20_0 | num_var20 | num_var24_0 | num_var24 | num_var26_0 | num_var26 | num_var25_0 | num_var25 | num_op_var40_hace2 | num_op_var40_hace3 | num_op_var40_ult1 | num_op_var40_ult3 | num_op_var41_hace2 | num_op_var41_hace3 | num_op_var41_ult1 | num_op_var41_ult3 | num_op_var39_hace2 | num_op_var39_hace3 | num_op_var39_ult1 | num_op_var39_ult3 | num_var27_0 | num_var28_0 | num_var28 | num_var27 | num_var29_0 | num_var29 | num_var30_0 | num_var30 | num_var31_0 | num_var31 | num_var32_0 | num_var32 | num_var33_0 | num_var33 | num_var34_0 | num_var34 | num_var35 | num_var37_med_ult2 | num_var37_0 | num_var37 | num_var39_0 | num_var40_0 | num_var40 | num_var41_0 | num_var41 | num_var39 | num_var42_0 | num_var42 | num_var44_0 | num_var44 | num_var46_0 | num_var46 | saldo_var1 | saldo_var5 | saldo_var6 | saldo_var8 | saldo_var12 | saldo_var13_corto | saldo_var13_largo | saldo_var13_medio | saldo_var13 | saldo_var14 | saldo_var17 | saldo_var18 | saldo_var20 | saldo_var24 | saldo_var26 | saldo_var25 | saldo_var28 | saldo_var27 | saldo_var29 | saldo_var30 | saldo_var31 | saldo_var32 | saldo_var33 | saldo_var34 | saldo_var37 | saldo_var40 | saldo_var41 | saldo_var42 | saldo_var44 | saldo_var46 | var36 | delta_imp_amort_var18_1y3 | delta_imp_amort_var34_1y3 | delta_imp_aport_var13_1y3 | delta_imp_aport_var17_1y3 | delta_imp_aport_var33_1y3 | delta_imp_compra_var44_1y3 | delta_imp_reemb_var13_1y3 | delta_imp_reemb_var17_1y3 | delta_imp_reemb_var33_1y3 | delta_imp_trasp_var17_in_1y3 | delta_imp_trasp_var17_out_1y3 | delta_imp_trasp_var33_in_1y3 | delta_imp_trasp_var33_out_1y3 | delta_imp_venta_var44_1y3 | delta_num_aport_var13_1y3 | delta_num_aport_var17_1y3 | delta_num_aport_var33_1y3 | delta_num_compra_var44_1y3 | delta_num_reemb_var13_1y3 | delta_num_reemb_var17_1y3 | delta_num_reemb_var33_1y3 | delta_num_trasp_var17_in_1y3 | delta_num_trasp_var17_out_1y3 | delta_num_trasp_var33_in_1y3 | delta_num_trasp_var33_out_1y3 | delta_num_venta_var44_1y3 | imp_amort_var18_hace3 | imp_amort_var18_ult1 | imp_amort_var34_hace3 | imp_amort_var34_ult1 | imp_aport_var13_hace3 | imp_aport_var13_ult1 | imp_aport_var17_hace3 | imp_aport_var17_ult1 | imp_aport_var33_hace3 | imp_aport_var33_ult1 | imp_var7_emit_ult1 | imp_var7_recib_ult1 | imp_compra_var44_hace3 | imp_compra_var44_ult1 | imp_reemb_var13_hace3 | imp_reemb_var13_ult1 | imp_reemb_var17_hace3 | imp_reemb_var17_ult1 | imp_reemb_var33_hace3 | imp_reemb_var33_ult1 | imp_var43_emit_ult1 | imp_trans_var37_ult1 | imp_trasp_var17_in_hace3 | imp_trasp_var17_in_ult1 | imp_trasp_var17_out_hace3 | imp_trasp_var17_out_ult1 | imp_trasp_var33_in_hace3 | imp_trasp_var33_in_ult1 | imp_trasp_var33_out_hace3 | imp_trasp_var33_out_ult1 | imp_venta_var44_hace3 | imp_venta_var44_ult1 | ind_var7_emit_ult1 | ind_var7_recib_ult1 | ind_var10_ult1 | ind_var10cte_ult1 | ind_var9_cte_ult1 | ind_var9_ult1 | ind_var43_emit_ult1 | ind_var43_recib_ult1 | var21 | num_var2_0_ult1 | num_var2_ult1 | num_aport_var13_hace3 | num_aport_var13_ult1 | num_aport_var17_hace3 | num_aport_var17_ult1 | num_aport_var33_hace3 | num_aport_var33_ult1 | num_var7_emit_ult1 | num_var7_recib_ult1 | num_compra_var44_hace3 | num_compra_var44_ult1 | num_ent_var16_ult1 | num_var22_hace2 | num_var22_hace3 | num_var22_ult1 | num_var22_ult3 | num_med_var22_ult3 | num_med_var45_ult3 | num_meses_var5_ult3 | num_meses_var8_ult3 | num_meses_var12_ult3 | num_meses_var13_corto_ult3 | num_meses_var13_largo_ult3 | num_meses_var13_medio_ult3 | num_meses_var17_ult3 | num_meses_var29_ult3 | num_meses_var33_ult3 | num_meses_var39_vig_ult3 | num_meses_var44_ult3 | num_op_var39_comer_ult1 | num_op_var39_comer_ult3 | num_op_var40_comer_ult1 | num_op_var40_comer_ult3 | num_op_var40_efect_ult1 | num_op_var40_efect_ult3 | num_op_var41_comer_ult1 | num_op_var41_comer_ult3 | num_op_var41_efect_ult1 | num_op_var41_efect_ult3 | num_op_var39_efect_ult1 | num_op_var39_efect_ult3 | num_reemb_var13_hace3 | num_reemb_var13_ult1 | num_reemb_var17_hace3 | num_reemb_var17_ult1 | num_reemb_var33_hace3 | num_reemb_var33_ult1 | num_sal_var16_ult1 | num_var43_emit_ult1 | num_var43_recib_ult1 | num_trasp_var11_ult1 | num_trasp_var17_in_hace3 | num_trasp_var17_in_ult1 | num_trasp_var17_out_hace3 | num_trasp_var17_out_ult1 | num_trasp_var33_in_hace3 | num_trasp_var33_in_ult1 | num_trasp_var33_out_hace3 | num_trasp_var33_out_ult1 | num_venta_var44_hace3 | num_venta_var44_ult1 | num_var45_hace2 | num_var45_hace3 | num_var45_ult1 | num_var45_ult3 | saldo_var2_ult1 | saldo_medio_var5_hace2 | saldo_medio_var5_hace3 | saldo_medio_var5_ult1 | saldo_medio_var5_ult3 | saldo_medio_var8_hace2 | saldo_medio_var8_hace3 | saldo_medio_var8_ult1 | saldo_medio_var8_ult3 | saldo_medio_var12_hace2 | saldo_medio_var12_hace3 | saldo_medio_var12_ult1 | saldo_medio_var12_ult3 | saldo_medio_var13_corto_hace2 | saldo_medio_var13_corto_hace3 | saldo_medio_var13_corto_ult1 | saldo_medio_var13_corto_ult3 | saldo_medio_var13_largo_hace2 | saldo_medio_var13_largo_hace3 | saldo_medio_var13_largo_ult1 | saldo_medio_var13_largo_ult3 | saldo_medio_var13_medio_hace2 | saldo_medio_var13_medio_hace3 | saldo_medio_var13_medio_ult1 | saldo_medio_var13_medio_ult3 | saldo_medio_var17_hace2 | saldo_medio_var17_hace3 | saldo_medio_var17_ult1 | saldo_medio_var17_ult3 | saldo_medio_var29_hace2 | saldo_medio_var29_hace3 | saldo_medio_var29_ult1 | saldo_medio_var29_ult3 | saldo_medio_var33_hace2 | saldo_medio_var33_hace3 | saldo_medio_var33_ult1 | saldo_medio_var33_ult3 | saldo_medio_var44_hace2 | saldo_medio_var44_hace3 | saldo_medio_var44_ult1 | saldo_medio_var44_ult3 | var38 | TARGET |
+---+------+------+-------+--------------------+-------------------------+-------------------------+-------------------------+-------------------------+-------------------------+-------------------------+-------------------+-------------------------+-------------------------+-------------------------+-------------------------+-------------------+-------------------------+-------------------------+-------------------+--------------------+------------+----------+------------+----------+------------+----------+------------+----------+------------+----------+-------------+-----------+-------------+-------------------+-----------------+-------------------+-----------------+-------------------+-----------------+-----------+-------------+-----------+-------------+-----------+-------------+-----------+-----------+-------------+-----------+-------------+-----------+---------------+-------------+---------------+-----------+-------------+-----------+-------------+-------------+-----------+-----------+-------------+-----------+-------------+-----------+-------------+-----------+---------------+-------------+-----------+-------------+-----------+-------------+-----------+---------------+-------------+-----------+-------------+-------------+-----------+-------------+-----------+-----------+-------------+-----------+-------------+-----------+------------+----------+----------+------------+----------+------------+----------+------------+----------+-------------+-----------+-------------+-------------------+-----------------+-------------------+-----------------+-------------------+-----------------+-----------+-------------+-----------+-------------+-----------+-------------+-----------+-------------+-----------+-------------+-----------+-------------+-----------+-------------+-----------+--------------------+--------------------+-------------------+-------------------+--------------------+--------------------+-------------------+-------------------+--------------------+--------------------+-------------------+-------------------+-------------+-------------+-----------+-----------+-------------+-----------+-------------+-----------+-------------+-----------+-------------+-----------+-------------+-----------+-------------+-----------+-----------+--------------------+-------------+-----------+-------------+-------------+-----------+-------------+-----------+-----------+-------------+-----------+-------------+-----------+-------------+-----------+------------+------------+------------+------------+-------------+-------------------+-------------------+-------------------+-------------+-------------+-------------+-------------+-------------+-------------+-------------+-------------+-------------+-------------+-------------+-------------+-------------+-------------+-------------+-------------+-------------+-------------+-------------+-------------+-------------+-------------+-------+---------------------------+---------------------------+---------------------------+---------------------------+---------------------------+----------------------------+---------------------------+---------------------------+---------------------------+------------------------------+-------------------------------+------------------------------+-------------------------------+---------------------------+---------------------------+---------------------------+---------------------------+----------------------------+---------------------------+---------------------------+---------------------------+------------------------------+-------------------------------+------------------------------+-------------------------------+---------------------------+-----------------------+----------------------+-----------------------+----------------------+-----------------------+----------------------+-----------------------+----------------------+-----------------------+----------------------+--------------------+---------------------+------------------------+-----------------------+-----------------------+----------------------+-----------------------+----------------------+-----------------------+----------------------+---------------------+----------------------+--------------------------+-------------------------+---------------------------+--------------------------+--------------------------+-------------------------+---------------------------+--------------------------+-----------------------+----------------------+--------------------+---------------------+----------------+-------------------+-------------------+---------------+---------------------+----------------------+-------+-----------------+---------------+-----------------------+----------------------+-----------------------+----------------------+-----------------------+----------------------+--------------------+---------------------+------------------------+-----------------------+--------------------+-----------------+-----------------+----------------+----------------+--------------------+--------------------+---------------------+---------------------+----------------------+----------------------------+----------------------------+----------------------------+----------------------+----------------------+----------------------+--------------------------+----------------------+-------------------------+-------------------------+-------------------------+-------------------------+-------------------------+-------------------------+-------------------------+-------------------------+-------------------------+-------------------------+-------------------------+-------------------------+-----------------------+----------------------+-----------------------+----------------------+-----------------------+----------------------+--------------------+---------------------+----------------------+----------------------+--------------------------+-------------------------+---------------------------+--------------------------+--------------------------+-------------------------+---------------------------+--------------------------+-----------------------+----------------------+-----------------+-----------------+----------------+----------------+-----------------+------------------------+------------------------+-----------------------+-----------------------+------------------------+------------------------+-----------------------+-----------------------+-------------------------+-------------------------+------------------------+------------------------+-------------------------------+-------------------------------+------------------------------+------------------------------+-------------------------------+-------------------------------+------------------------------+------------------------------+-------------------------------+-------------------------------+------------------------------+------------------------------+-------------------------+-------------------------+------------------------+------------------------+-------------------------+-------------------------+------------------------+------------------------+-------------------------+-------------------------+------------------------+------------------------+-------------------------+-------------------------+------------------------+------------------------+------------------+--------+
| 0 | 1.0 | 2.0 | 23.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 1.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 1.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 1.0 | 0.0 | 0.0 | 1.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 3.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 3.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 3.0 | 0.0 | 0.0 | 3.0 | 0.0 | 0.0 | 3.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 99.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 2.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 39205.17 | 0.0 |
| 1 | 3.0 | 2.0 | 34.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 1.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 1.0 | 1.0 | 1.0 | 0.0 | 0.0 | 0.0 | 0.0 | 1.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 1.0 | 1.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 1.0 | 0.0 | 0.0 | 1.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 1.0 | 3.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 3.0 | 3.0 | 3.0 | 0.0 | 0.0 | 0.0 | 0.0 | 3.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 6.0 | 3.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 3.0 | 0.0 | 0.0 | 0.0 | 3.0 | 0.0 | 0.0 | 3.0 | 0.0 | 0.0 | 3.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 300.0 | 0.0 | 0.0 | 300.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 300.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 3.0 | 0.0 | 0.0 | -1.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | -1.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 300.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 3.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 1.0 | 0.0 | 0.0 | 3.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 2.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 88.89 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 300.0 | 122.22 | 300.0 | 240.75 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 49278.03 | 0.0 |
| 2 | 4.0 | 2.0 | 23.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 1.0 | 1.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 1.0 | 1.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 1.0 | 0.0 | 0.0 | 1.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 1.0 | 3.0 | 3.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 3.0 | 3.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 3.0 | 0.0 | 0.0 | 0.0 | 3.0 | 0.0 | 0.0 | 3.0 | 0.0 | 0.0 | 3.0 | 3.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 3.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 3.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 3.0 | 0.0 | 0.0 | 99.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 3.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 1.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 3.0 | 0.18 | 3.0 | 2.07 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 67333.77 | 0.0 |
| 3 | 8.0 | 2.0 | 37.0 | 0.0 | 195.0 | 195.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 195.0 | 195.0 | 0.0 | 0.0 | 195.0 | 0.0 | 0.0 | 195.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 1.0 | 1.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 1.0 | 1.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 1.0 | 1.0 | 1.0 | 1.0 | 0.0 | 0.0 | 1.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 3.0 | 3.0 | 3.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 9.0 | 9.0 | 0.0 | 0.0 | 9.0 | 9.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 3.0 | 3.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 9.0 | 6.0 | 6.0 | 6.0 | 3.0 | 0.0 | 0.0 | 3.0 | 0.0 | 0.0 | 3.0 | 3.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 70.62 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 70.62 | 0.0 | 0.0 | 0.0 | 0.0 | 34.95 | 0.0 | 0.0 | 70.62 | 0.0 | 0.0 | 2.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 1.0 | 1.0 | 1.0 | 1.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 3.0 | 0.0 | 0.0 | 3.0 | 0.0 | 15.0 | 2.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 1.0 | 0.0 | 9.0 | 9.0 | 0.0 | 0.0 | 0.0 | 0.0 | 9.0 | 9.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 27.0 | 3.0 | 18.0 | 48.0 | 0.0 | 186.09 | 0.0 | 91.56 | 138.84 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 64007.97 | 0.0 |
| 4 | 10.0 | 2.0 | 39.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 1.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 1.0 | 1.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 1.0 | 1.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 1.0 | 1.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 1.0 | 0.0 | 0.0 | 1.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 1.0 | 3.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 3.0 | 3.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 3.0 | 3.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 6.0 | 3.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 3.0 | 0.0 | 0.0 | 0.0 | 3.0 | 0.0 | 0.0 | 3.0 | 0.0 | 0.0 | 6.0 | 3.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 135003.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 135003.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 135003.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 135003.0 | 0.0 | 0.0 | 1.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 135003.0 | 270003.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 1.0 | 1.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 3.0 | 0.0 | 6.0 | 9.0 | 3.0 | 0.0 | 3.0 | 0.0 | 1.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 2.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 3.0 | 6.0 | 3.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 3.0 | 0.3 | 40501.08 | 13501.47 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 85501.89 | 85501.89 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 117310.979016494 | 0.0 |
| 5 | 13.0 | 2.0 | 23.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 1.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 1.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 1.0 | 0.0 | 0.0 | 1.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 3.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 3.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 3.0 | 0.0 | 0.0 | 3.0 | 0.0 | 0.0 | 3.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 99.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 2.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 87975.75 | 0.0 |
| 6 | 14.0 | 2.0 | 27.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 1.0 | 1.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 1.0 | 1.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 1.0 | 0.0 | 0.0 | 1.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 1.0 | 3.0 | 3.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 3.0 | 3.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 3.0 | 0.0 | 0.0 | 0.0 | 3.0 | 0.0 | 0.0 | 3.0 | 0.0 | 0.0 | 3.0 | 3.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 3.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 3.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 3.0 | 0.0 | 0.0 | 3.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 3.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 2.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 3.0 | 0.42 | 3.0 | 2.13 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 94956.66 | 0.0 |
| 7 | 18.0 | 2.0 | 26.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 1.0 | 1.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 1.0 | 1.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 1.0 | 0.0 | 0.0 | 1.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 1.0 | 3.0 | 3.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 3.0 | 3.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 3.0 | 0.0 | 0.0 | 0.0 | 3.0 | 0.0 | 0.0 | 3.0 | 0.0 | 0.0 | 3.0 | 3.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 3.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 3.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 3.0 | 0.0 | 0.0 | 2.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 2.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 1.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 2.88 | 0.0 | 3.0 | 2.94 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 251638.95 | 0.0 |
| 8 | 20.0 | 2.0 | 45.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 1.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 1.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 1.0 | 0.0 | 0.0 | 1.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 3.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 3.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 3.0 | 0.0 | 0.0 | 3.0 | 0.0 | 0.0 | 3.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 99.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 2.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 101962.02 | 0.0 |
| 9 | 23.0 | 2.0 | 25.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 1.0 | 1.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 1.0 | 1.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 1.0 | 3.0 | 3.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 3.0 | 3.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 3.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 3.0 | 3.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 3.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 3.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 3.0 | 0.0 | 0.0 | 2.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 2.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 2.79 | 0.0 | 3.0 | 2.91 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 356463.06 | 0.0 |
+---+------+------+-------+--------------------+-------------------------+-------------------------+-------------------------+-------------------------+-------------------------+-------------------------+-------------------+-------------------------+-------------------------+-------------------------+-------------------------+-------------------+-------------------------+-------------------------+-------------------+--------------------+------------+----------+------------+----------+------------+----------+------------+----------+------------+----------+-------------+-----------+-------------+-------------------+-----------------+-------------------+-----------------+-------------------+-----------------+-----------+-------------+-----------+-------------+-----------+-------------+-----------+-----------+-------------+-----------+-------------+-----------+---------------+-------------+---------------+-----------+-------------+-----------+-------------+-------------+-----------+-----------+-------------+-----------+-------------+-----------+-------------+-----------+---------------+-------------+-----------+-------------+-----------+-------------+-----------+---------------+-------------+-----------+-------------+-------------+-----------+-------------+-----------+-----------+-------------+-----------+-------------+-----------+------------+----------+----------+------------+----------+------------+----------+------------+----------+-------------+-----------+-------------+-------------------+-----------------+-------------------+-----------------+-------------------+-----------------+-----------+-------------+-----------+-------------+-----------+-------------+-----------+-------------+-----------+-------------+-----------+-------------+-----------+-------------+-----------+--------------------+--------------------+-------------------+-------------------+--------------------+--------------------+-------------------+-------------------+--------------------+--------------------+-------------------+-------------------+-------------+-------------+-----------+-----------+-------------+-----------+-------------+-----------+-------------+-----------+-------------+-----------+-------------+-----------+-------------+-----------+-----------+--------------------+-------------+-----------+-------------+-------------+-----------+-------------+-----------+-----------+-------------+-----------+-------------+-----------+-------------+-----------+------------+------------+------------+------------+-------------+-------------------+-------------------+-------------------+-------------+-------------+-------------+-------------+-------------+-------------+-------------+-------------+-------------+-------------+-------------+-------------+-------------+-------------+-------------+-------------+-------------+-------------+-------------+-------------+-------------+-------------+-------+---------------------------+---------------------------+---------------------------+---------------------------+---------------------------+----------------------------+---------------------------+---------------------------+---------------------------+------------------------------+-------------------------------+------------------------------+-------------------------------+---------------------------+---------------------------+---------------------------+---------------------------+----------------------------+---------------------------+---------------------------+---------------------------+------------------------------+-------------------------------+------------------------------+-------------------------------+---------------------------+-----------------------+----------------------+-----------------------+----------------------+-----------------------+----------------------+-----------------------+----------------------+-----------------------+----------------------+--------------------+---------------------+------------------------+-----------------------+-----------------------+----------------------+-----------------------+----------------------+-----------------------+----------------------+---------------------+----------------------+--------------------------+-------------------------+---------------------------+--------------------------+--------------------------+-------------------------+---------------------------+--------------------------+-----------------------+----------------------+--------------------+---------------------+----------------+-------------------+-------------------+---------------+---------------------+----------------------+-------+-----------------+---------------+-----------------------+----------------------+-----------------------+----------------------+-----------------------+----------------------+--------------------+---------------------+------------------------+-----------------------+--------------------+-----------------+-----------------+----------------+----------------+--------------------+--------------------+---------------------+---------------------+----------------------+----------------------------+----------------------------+----------------------------+----------------------+----------------------+----------------------+--------------------------+----------------------+-------------------------+-------------------------+-------------------------+-------------------------+-------------------------+-------------------------+-------------------------+-------------------------+-------------------------+-------------------------+-------------------------+-------------------------+-----------------------+----------------------+-----------------------+----------------------+-----------------------+----------------------+--------------------+---------------------+----------------------+----------------------+--------------------------+-------------------------+---------------------------+--------------------------+--------------------------+-------------------------+---------------------------+--------------------------+-----------------------+----------------------+-----------------+-----------------+----------------+----------------+-----------------+------------------------+------------------------+-----------------------+-----------------------+------------------------+------------------------+-----------------------+-----------------------+-------------------------+-------------------------+------------------------+------------------------+-------------------------------+-------------------------------+------------------------------+------------------------------+-------------------------------+-------------------------------+------------------------------+------------------------------+-------------------------------+-------------------------------+------------------------------+------------------------------+-------------------------+-------------------------+------------------------+------------------------+-------------------------+-------------------------+------------------------+------------------------+-------------------------+-------------------------+------------------------+------------------------+-------------------------+-------------------------+------------------------+------------------------+------------------+--------+
Datos de test#
Se carga y observa el conjunto de datos de entrenamiento con 370 variables exceptuando la variable a predecir ‘TARGET’
filepath = ('/content/drive/My Drive/Parcial3/test.csv')
test = pd.read_csv(filepath)
test.head()
| ID | var3 | var15 | imp_ent_var16_ult1 | imp_op_var39_comer_ult1 | imp_op_var39_comer_ult3 | imp_op_var40_comer_ult1 | imp_op_var40_comer_ult3 | imp_op_var40_efect_ult1 | imp_op_var40_efect_ult3 | ... | saldo_medio_var29_ult3 | saldo_medio_var33_hace2 | saldo_medio_var33_hace3 | saldo_medio_var33_ult1 | saldo_medio_var33_ult3 | saldo_medio_var44_hace2 | saldo_medio_var44_hace3 | saldo_medio_var44_ult1 | saldo_medio_var44_ult3 | var38 | |
|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|
| 0 | 2 | 2 | 32 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | ... | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 40532.10 |
| 1 | 5 | 2 | 35 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | ... | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 45486.72 |
| 2 | 6 | 2 | 23 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | ... | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 46993.95 |
| 3 | 7 | 2 | 24 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | ... | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 187898.61 |
| 4 | 9 | 2 | 23 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | ... | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 73649.73 |
5 rows × 370 columns
test.info()
<class 'pandas.core.frame.DataFrame'>
RangeIndex: 75818 entries, 0 to 75817
Columns: 370 entries, ID to var38
dtypes: float64(110), int64(260)
memory usage: 214.0 MB
test.shape
(75818, 370)
Para analizar la distribución de los valores de cada variable del conjunto de test, se verifica cuantos valores son unicos y con ello observar indicios de categóricas.
En la tabla se puede observar que la diferencia entre el total de observaciones y el número único de registros en cada variable es abismal, lo que sugiere que la naturaleza de las variables se asimila a una categórica o estartificación.
variable_types = []
for col in test.columns:
var_type = test[col].dtype
unique_count = test[col].nunique()
value_counts = len(test[col])
variable_types.append([col, var_type, unique_count, value_counts])
table = tabulate(variable_types, headers=['Variable Name', 'Type', 'Unique Values', 'Values Count'], tablefmt='grid')
print(table)
+-------------------------------+---------+-----------------+----------------+
| Variable Name | Type | Unique Values | Values Count |
+===============================+=========+=================+================+
| ID | int64 | 75818 | 75818 |
+-------------------------------+---------+-----------------+----------------+
| var3 | int64 | 199 | 75818 |
+-------------------------------+---------+-----------------+----------------+
| var15 | int64 | 100 | 75818 |
+-------------------------------+---------+-----------------+----------------+
| imp_ent_var16_ult1 | float64 | 598 | 75818 |
+-------------------------------+---------+-----------------+----------------+
| imp_op_var39_comer_ult1 | float64 | 7593 | 75818 |
+-------------------------------+---------+-----------------+----------------+
| imp_op_var39_comer_ult3 | float64 | 9154 | 75818 |
+-------------------------------+---------+-----------------+----------------+
| imp_op_var40_comer_ult1 | float64 | 314 | 75818 |
+-------------------------------+---------+-----------------+----------------+
| imp_op_var40_comer_ult3 | float64 | 363 | 75818 |
+-------------------------------+---------+-----------------+----------------+
| imp_op_var40_efect_ult1 | float64 | 30 | 75818 |
+-------------------------------+---------+-----------------+----------------+
| imp_op_var40_efect_ult3 | float64 | 34 | 75818 |
+-------------------------------+---------+-----------------+----------------+
| imp_op_var40_ult1 | float64 | 245 | 75818 |
+-------------------------------+---------+-----------------+----------------+
| imp_op_var41_comer_ult1 | float64 | 7444 | 75818 |
+-------------------------------+---------+-----------------+----------------+
| imp_op_var41_comer_ult3 | float64 | 8985 | 75818 |
+-------------------------------+---------+-----------------+----------------+
| imp_op_var41_efect_ult1 | float64 | 338 | 75818 |
+-------------------------------+---------+-----------------+----------------+
| imp_op_var41_efect_ult3 | float64 | 475 | 75818 |
+-------------------------------+---------+-----------------+----------------+
| imp_op_var41_ult1 | float64 | 8007 | 75818 |
+-------------------------------+---------+-----------------+----------------+
| imp_op_var39_efect_ult1 | float64 | 341 | 75818 |
+-------------------------------+---------+-----------------+----------------+
| imp_op_var39_efect_ult3 | float64 | 479 | 75818 |
+-------------------------------+---------+-----------------+----------------+
| imp_op_var39_ult1 | float64 | 8119 | 75818 |
+-------------------------------+---------+-----------------+----------------+
| imp_sal_var16_ult1 | float64 | 74 | 75818 |
+-------------------------------+---------+-----------------+----------------+
| ind_var1_0 | int64 | 2 | 75818 |
+-------------------------------+---------+-----------------+----------------+
| ind_var1 | int64 | 2 | 75818 |
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| ind_var2_0 | int64 | 1 | 75818 |
+-------------------------------+---------+-----------------+----------------+
| ind_var2 | int64 | 1 | 75818 |
+-------------------------------+---------+-----------------+----------------+
| ind_var5_0 | int64 | 2 | 75818 |
+-------------------------------+---------+-----------------+----------------+
| ind_var5 | int64 | 2 | 75818 |
+-------------------------------+---------+-----------------+----------------+
| ind_var6_0 | int64 | 2 | 75818 |
+-------------------------------+---------+-----------------+----------------+
| ind_var6 | int64 | 2 | 75818 |
+-------------------------------+---------+-----------------+----------------+
| ind_var8_0 | int64 | 2 | 75818 |
+-------------------------------+---------+-----------------+----------------+
| ind_var8 | int64 | 2 | 75818 |
+-------------------------------+---------+-----------------+----------------+
| ind_var12_0 | int64 | 2 | 75818 |
+-------------------------------+---------+-----------------+----------------+
| ind_var12 | int64 | 2 | 75818 |
+-------------------------------+---------+-----------------+----------------+
| ind_var13_0 | int64 | 2 | 75818 |
+-------------------------------+---------+-----------------+----------------+
| ind_var13_corto_0 | int64 | 2 | 75818 |
+-------------------------------+---------+-----------------+----------------+
| ind_var13_corto | int64 | 2 | 75818 |
+-------------------------------+---------+-----------------+----------------+
| ind_var13_largo_0 | int64 | 2 | 75818 |
+-------------------------------+---------+-----------------+----------------+
| ind_var13_largo | int64 | 2 | 75818 |
+-------------------------------+---------+-----------------+----------------+
| ind_var13_medio_0 | int64 | 2 | 75818 |
+-------------------------------+---------+-----------------+----------------+
| ind_var13_medio | int64 | 2 | 75818 |
+-------------------------------+---------+-----------------+----------------+
| ind_var13 | int64 | 2 | 75818 |
+-------------------------------+---------+-----------------+----------------+
| ind_var14_0 | int64 | 2 | 75818 |
+-------------------------------+---------+-----------------+----------------+
| ind_var14 | int64 | 2 | 75818 |
+-------------------------------+---------+-----------------+----------------+
| ind_var17_0 | int64 | 2 | 75818 |
+-------------------------------+---------+-----------------+----------------+
| ind_var17 | int64 | 2 | 75818 |
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| ind_var18_0 | int64 | 2 | 75818 |
+-------------------------------+---------+-----------------+----------------+
| ind_var18 | int64 | 2 | 75818 |
+-------------------------------+---------+-----------------+----------------+
| ind_var19 | int64 | 2 | 75818 |
+-------------------------------+---------+-----------------+----------------+
| ind_var20_0 | int64 | 2 | 75818 |
+-------------------------------+---------+-----------------+----------------+
| ind_var20 | int64 | 2 | 75818 |
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| ind_var24_0 | int64 | 2 | 75818 |
+-------------------------------+---------+-----------------+----------------+
| ind_var24 | int64 | 2 | 75818 |
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| ind_var25_cte | int64 | 2 | 75818 |
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| ind_var26_0 | int64 | 2 | 75818 |
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| ind_var26_cte | int64 | 2 | 75818 |
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| ind_var26 | int64 | 2 | 75818 |
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| ind_var25_0 | int64 | 2 | 75818 |
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| ind_var25 | int64 | 2 | 75818 |
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| ind_var27_0 | int64 | 1 | 75818 |
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| ind_var28_0 | int64 | 1 | 75818 |
+-------------------------------+---------+-----------------+----------------+
| ind_var28 | int64 | 1 | 75818 |
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| ind_var27 | int64 | 1 | 75818 |
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| ind_var29_0 | int64 | 2 | 75818 |
+-------------------------------+---------+-----------------+----------------+
| ind_var29 | int64 | 2 | 75818 |
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| ind_var30_0 | int64 | 2 | 75818 |
+-------------------------------+---------+-----------------+----------------+
| ind_var30 | int64 | 2 | 75818 |
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| ind_var31_0 | int64 | 2 | 75818 |
+-------------------------------+---------+-----------------+----------------+
| ind_var31 | int64 | 2 | 75818 |
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| ind_var32_cte | int64 | 2 | 75818 |
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| ind_var32_0 | int64 | 2 | 75818 |
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| ind_var32 | int64 | 2 | 75818 |
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| ind_var33_0 | int64 | 2 | 75818 |
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| ind_var33 | int64 | 2 | 75818 |
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| ind_var34_0 | int64 | 2 | 75818 |
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| ind_var34 | int64 | 2 | 75818 |
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| ind_var37_cte | int64 | 2 | 75818 |
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| ind_var37_0 | int64 | 2 | 75818 |
+-------------------------------+---------+-----------------+----------------+
| ind_var37 | int64 | 2 | 75818 |
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| ind_var39_0 | int64 | 2 | 75818 |
+-------------------------------+---------+-----------------+----------------+
| ind_var40_0 | int64 | 2 | 75818 |
+-------------------------------+---------+-----------------+----------------+
| ind_var40 | int64 | 2 | 75818 |
+-------------------------------+---------+-----------------+----------------+
| ind_var41_0 | int64 | 2 | 75818 |
+-------------------------------+---------+-----------------+----------------+
| ind_var41 | int64 | 1 | 75818 |
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| ind_var39 | int64 | 2 | 75818 |
+-------------------------------+---------+-----------------+----------------+
| ind_var44_0 | int64 | 2 | 75818 |
+-------------------------------+---------+-----------------+----------------+
| ind_var44 | int64 | 2 | 75818 |
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| ind_var46_0 | int64 | 1 | 75818 |
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| ind_var46 | int64 | 1 | 75818 |
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| num_var1_0 | int64 | 3 | 75818 |
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| num_var1 | int64 | 3 | 75818 |
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| num_var4 | int64 | 10 | 75818 |
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| num_var5_0 | int64 | 5 | 75818 |
+-------------------------------+---------+-----------------+----------------+
| num_var5 | int64 | 5 | 75818 |
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| num_var6_0 | int64 | 2 | 75818 |
+-------------------------------+---------+-----------------+----------------+
| num_var6 | int64 | 2 | 75818 |
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| num_var8_0 | int64 | 3 | 75818 |
+-------------------------------+---------+-----------------+----------------+
| num_var8 | int64 | 2 | 75818 |
+-------------------------------+---------+-----------------+----------------+
| num_var12_0 | int64 | 5 | 75818 |
+-------------------------------+---------+-----------------+----------------+
| num_var12 | int64 | 3 | 75818 |
+-------------------------------+---------+-----------------+----------------+
| num_var13_0 | int64 | 8 | 75818 |
+-------------------------------+---------+-----------------+----------------+
| num_var13_corto_0 | int64 | 3 | 75818 |
+-------------------------------+---------+-----------------+----------------+
| num_var13_corto | int64 | 3 | 75818 |
+-------------------------------+---------+-----------------+----------------+
| num_var13_largo_0 | int64 | 7 | 75818 |
+-------------------------------+---------+-----------------+----------------+
| num_var13_largo | int64 | 7 | 75818 |
+-------------------------------+---------+-----------------+----------------+
| num_var13_medio_0 | int64 | 3 | 75818 |
+-------------------------------+---------+-----------------+----------------+
| num_var13_medio | int64 | 2 | 75818 |
+-------------------------------+---------+-----------------+----------------+
| num_var13 | int64 | 8 | 75818 |
+-------------------------------+---------+-----------------+----------------+
| num_var14_0 | int64 | 4 | 75818 |
+-------------------------------+---------+-----------------+----------------+
| num_var14 | int64 | 3 | 75818 |
+-------------------------------+---------+-----------------+----------------+
| num_var17_0 | int64 | 10 | 75818 |
+-------------------------------+---------+-----------------+----------------+
| num_var17 | int64 | 7 | 75818 |
+-------------------------------+---------+-----------------+----------------+
| num_var18_0 | int64 | 2 | 75818 |
+-------------------------------+---------+-----------------+----------------+
| num_var18 | int64 | 2 | 75818 |
+-------------------------------+---------+-----------------+----------------+
| num_var20_0 | int64 | 2 | 75818 |
+-------------------------------+---------+-----------------+----------------+
| num_var20 | int64 | 2 | 75818 |
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| num_var24_0 | int64 | 3 | 75818 |
+-------------------------------+---------+-----------------+----------------+
| num_var24 | int64 | 3 | 75818 |
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| num_var26_0 | int64 | 7 | 75818 |
+-------------------------------+---------+-----------------+----------------+
| num_var26 | int64 | 7 | 75818 |
+-------------------------------+---------+-----------------+----------------+
| num_var25_0 | int64 | 7 | 75818 |
+-------------------------------+---------+-----------------+----------------+
| num_var25 | int64 | 7 | 75818 |
+-------------------------------+---------+-----------------+----------------+
| num_op_var40_hace2 | int64 | 19 | 75818 |
+-------------------------------+---------+-----------------+----------------+
| num_op_var40_hace3 | int64 | 5 | 75818 |
+-------------------------------+---------+-----------------+----------------+
| num_op_var40_ult1 | int64 | 23 | 75818 |
+-------------------------------+---------+-----------------+----------------+
| num_op_var40_ult3 | int64 | 29 | 75818 |
+-------------------------------+---------+-----------------+----------------+
| num_op_var41_hace2 | int64 | 56 | 75818 |
+-------------------------------+---------+-----------------+----------------+
| num_op_var41_hace3 | int64 | 20 | 75818 |
+-------------------------------+---------+-----------------+----------------+
| num_op_var41_ult1 | int64 | 69 | 75818 |
+-------------------------------+---------+-----------------+----------------+
| num_op_var41_ult3 | int64 | 105 | 75818 |
+-------------------------------+---------+-----------------+----------------+
| num_op_var39_hace2 | int64 | 56 | 75818 |
+-------------------------------+---------+-----------------+----------------+
| num_op_var39_hace3 | int64 | 20 | 75818 |
+-------------------------------+---------+-----------------+----------------+
| num_op_var39_ult1 | int64 | 69 | 75818 |
+-------------------------------+---------+-----------------+----------------+
| num_op_var39_ult3 | int64 | 106 | 75818 |
+-------------------------------+---------+-----------------+----------------+
| num_var27_0 | int64 | 1 | 75818 |
+-------------------------------+---------+-----------------+----------------+
| num_var28_0 | int64 | 1 | 75818 |
+-------------------------------+---------+-----------------+----------------+
| num_var28 | int64 | 1 | 75818 |
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| num_var27 | int64 | 1 | 75818 |
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| num_var29_0 | int64 | 2 | 75818 |
+-------------------------------+---------+-----------------+----------------+
| num_var29 | int64 | 2 | 75818 |
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| num_var30_0 | int64 | 11 | 75818 |
+-------------------------------+---------+-----------------+----------------+
| num_var30 | int64 | 9 | 75818 |
+-------------------------------+---------+-----------------+----------------+
| num_var31_0 | int64 | 10 | 75818 |
+-------------------------------+---------+-----------------+----------------+
| num_var31 | int64 | 7 | 75818 |
+-------------------------------+---------+-----------------+----------------+
| num_var32_0 | int64 | 5 | 75818 |
+-------------------------------+---------+-----------------+----------------+
| num_var32 | int64 | 5 | 75818 |
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| num_var33_0 | int64 | 3 | 75818 |
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| num_var33 | int64 | 3 | 75818 |
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| num_var34_0 | int64 | 2 | 75818 |
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| num_var34 | int64 | 2 | 75818 |
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| num_var35 | int64 | 12 | 75818 |
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| num_var37_med_ult2 | int64 | 20 | 75818 |
+-------------------------------+---------+-----------------+----------------+
| num_var37_0 | int64 | 24 | 75818 |
+-------------------------------+---------+-----------------+----------------+
| num_var37 | int64 | 24 | 75818 |
+-------------------------------+---------+-----------------+----------------+
| num_var39_0 | int64 | 10 | 75818 |
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| num_var40_0 | int64 | 3 | 75818 |
+-------------------------------+---------+-----------------+----------------+
| num_var40 | int64 | 2 | 75818 |
+-------------------------------+---------+-----------------+----------------+
| num_var41_0 | int64 | 9 | 75818 |
+-------------------------------+---------+-----------------+----------------+
| num_var41 | int64 | 1 | 75818 |
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| num_var39 | int64 | 2 | 75818 |
+-------------------------------+---------+-----------------+----------------+
| num_var42_0 | int64 | 7 | 75818 |
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| num_var42 | int64 | 6 | 75818 |
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| num_var44_0 | int64 | 3 | 75818 |
+-------------------------------+---------+-----------------+----------------+
| num_var44 | int64 | 3 | 75818 |
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| num_var46_0 | int64 | 1 | 75818 |
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| num_var46 | int64 | 1 | 75818 |
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| saldo_var1 | float64 | 292 | 75818 |
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| saldo_var5 | float64 | 11415 | 75818 |
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| saldo_var6 | float64 | 3 | 75818 |
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| saldo_var8 | float64 | 2062 | 75818 |
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| saldo_var12 | float64 | 3074 | 75818 |
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| saldo_var13_corto | float64 | 759 | 75818 |
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| saldo_var13_largo | float64 | 241 | 75818 |
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| saldo_var13_medio | int64 | 5 | 75818 |
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| saldo_var13 | float64 | 887 | 75818 |
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| saldo_var14 | float64 | 335 | 75818 |
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| saldo_var17 | float64 | 107 | 75818 |
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| saldo_var18 | int64 | 2 | 75818 |
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| saldo_var20 | float64 | 161 | 75818 |
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| saldo_var24 | float64 | 2633 | 75818 |
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| saldo_var26 | float64 | 1652 | 75818 |
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| saldo_var25 | float64 | 1577 | 75818 |
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| saldo_var28 | int64 | 1 | 75818 |
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| saldo_var27 | int64 | 1 | 75818 |
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| saldo_var29 | float64 | 3 | 75818 |
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| saldo_var30 | float64 | 16867 | 75818 |
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| saldo_var31 | float64 | 292 | 75818 |
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| saldo_var32 | float64 | 86 | 75818 |
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| saldo_var33 | float64 | 59 | 75818 |
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| saldo_var34 | int64 | 3 | 75818 |
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| saldo_var37 | float64 | 3977 | 75818 |
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| saldo_var40 | float64 | 290 | 75818 |
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| saldo_var41 | int64 | 1 | 75818 |
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| saldo_var42 | float64 | 15625 | 75818 |
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| saldo_var44 | float64 | 139 | 75818 |
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| saldo_var46 | int64 | 1 | 75818 |
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| var36 | int64 | 5 | 75818 |
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| delta_imp_amort_var18_1y3 | int64 | 2 | 75818 |
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| delta_imp_amort_var34_1y3 | int64 | 2 | 75818 |
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| delta_imp_aport_var13_1y3 | float64 | 29 | 75818 |
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| delta_imp_aport_var17_1y3 | float64 | 7 | 75818 |
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| delta_imp_aport_var33_1y3 | float64 | 8 | 75818 |
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| delta_imp_compra_var44_1y3 | float64 | 15 | 75818 |
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| delta_imp_reemb_var13_1y3 | int64 | 2 | 75818 |
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| delta_imp_reemb_var17_1y3 | int64 | 2 | 75818 |
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| delta_imp_reemb_var33_1y3 | int64 | 1 | 75818 |
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| delta_imp_trasp_var17_in_1y3 | int64 | 3 | 75818 |
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| delta_imp_trasp_var17_out_1y3 | int64 | 1 | 75818 |
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| delta_imp_trasp_var33_in_1y3 | int64 | 3 | 75818 |
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| delta_imp_trasp_var33_out_1y3 | int64 | 2 | 75818 |
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| delta_imp_venta_var44_1y3 | float64 | 6 | 75818 |
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| delta_num_aport_var13_1y3 | float64 | 7 | 75818 |
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| delta_num_aport_var17_1y3 | float64 | 5 | 75818 |
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| delta_num_aport_var33_1y3 | float64 | 5 | 75818 |
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| delta_num_compra_var44_1y3 | float64 | 11 | 75818 |
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| delta_num_reemb_var13_1y3 | int64 | 2 | 75818 |
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| delta_num_reemb_var17_1y3 | int64 | 2 | 75818 |
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| delta_num_reemb_var33_1y3 | int64 | 1 | 75818 |
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| delta_num_trasp_var17_in_1y3 | int64 | 3 | 75818 |
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| delta_num_trasp_var17_out_1y3 | int64 | 1 | 75818 |
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| delta_num_trasp_var33_in_1y3 | int64 | 3 | 75818 |
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| delta_num_trasp_var33_out_1y3 | int64 | 2 | 75818 |
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| delta_num_venta_var44_1y3 | float64 | 6 | 75818 |
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| imp_amort_var18_hace3 | int64 | 1 | 75818 |
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| imp_amort_var18_ult1 | float64 | 2 | 75818 |
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| imp_amort_var34_hace3 | int64 | 1 | 75818 |
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| imp_amort_var34_ult1 | float64 | 3 | 75818 |
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| imp_aport_var13_hace3 | float64 | 436 | 75818 |
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| imp_aport_var13_ult1 | float64 | 163 | 75818 |
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| imp_aport_var17_hace3 | float64 | 20 | 75818 |
+-------------------------------+---------+-----------------+----------------+
| imp_aport_var17_ult1 | float64 | 33 | 75818 |
+-------------------------------+---------+-----------------+----------------+
| imp_aport_var33_hace3 | float64 | 16 | 75818 |
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| imp_aport_var33_ult1 | float64 | 15 | 75818 |
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| imp_var7_emit_ult1 | int64 | 3 | 75818 |
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| imp_var7_recib_ult1 | float64 | 165 | 75818 |
+-------------------------------+---------+-----------------+----------------+
| imp_compra_var44_hace3 | float64 | 27 | 75818 |
+-------------------------------+---------+-----------------+----------------+
| imp_compra_var44_ult1 | float64 | 91 | 75818 |
+-------------------------------+---------+-----------------+----------------+
| imp_reemb_var13_hace3 | int64 | 1 | 75818 |
+-------------------------------+---------+-----------------+----------------+
| imp_reemb_var13_ult1 | int64 | 23 | 75818 |
+-------------------------------+---------+-----------------+----------------+
| imp_reemb_var17_hace3 | int64 | 1 | 75818 |
+-------------------------------+---------+-----------------+----------------+
| imp_reemb_var17_ult1 | float64 | 12 | 75818 |
+-------------------------------+---------+-----------------+----------------+
| imp_reemb_var33_hace3 | int64 | 1 | 75818 |
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| imp_reemb_var33_ult1 | int64 | 1 | 75818 |
+-------------------------------+---------+-----------------+----------------+
| imp_var43_emit_ult1 | float64 | 2374 | 75818 |
+-------------------------------+---------+-----------------+----------------+
| imp_trans_var37_ult1 | float64 | 3755 | 75818 |
+-------------------------------+---------+-----------------+----------------+
| imp_trasp_var17_in_hace3 | float64 | 7 | 75818 |
+-------------------------------+---------+-----------------+----------------+
| imp_trasp_var17_in_ult1 | float64 | 9 | 75818 |
+-------------------------------+---------+-----------------+----------------+
| imp_trasp_var17_out_hace3 | int64 | 1 | 75818 |
+-------------------------------+---------+-----------------+----------------+
| imp_trasp_var17_out_ult1 | int64 | 1 | 75818 |
+-------------------------------+---------+-----------------+----------------+
| imp_trasp_var33_in_hace3 | float64 | 8 | 75818 |
+-------------------------------+---------+-----------------+----------------+
| imp_trasp_var33_in_ult1 | float64 | 13 | 75818 |
+-------------------------------+---------+-----------------+----------------+
| imp_trasp_var33_out_hace3 | int64 | 1 | 75818 |
+-------------------------------+---------+-----------------+----------------+
| imp_trasp_var33_out_ult1 | float64 | 2 | 75818 |
+-------------------------------+---------+-----------------+----------------+
| imp_venta_var44_hace3 | float64 | 6 | 75818 |
+-------------------------------+---------+-----------------+----------------+
| imp_venta_var44_ult1 | float64 | 35 | 75818 |
+-------------------------------+---------+-----------------+----------------+
| ind_var7_emit_ult1 | int64 | 2 | 75818 |
+-------------------------------+---------+-----------------+----------------+
| ind_var7_recib_ult1 | int64 | 2 | 75818 |
+-------------------------------+---------+-----------------+----------------+
| ind_var10_ult1 | int64 | 2 | 75818 |
+-------------------------------+---------+-----------------+----------------+
| ind_var10cte_ult1 | int64 | 2 | 75818 |
+-------------------------------+---------+-----------------+----------------+
| ind_var9_cte_ult1 | int64 | 2 | 75818 |
+-------------------------------+---------+-----------------+----------------+
| ind_var9_ult1 | int64 | 2 | 75818 |
+-------------------------------+---------+-----------------+----------------+
| ind_var43_emit_ult1 | int64 | 2 | 75818 |
+-------------------------------+---------+-----------------+----------------+
| ind_var43_recib_ult1 | int64 | 2 | 75818 |
+-------------------------------+---------+-----------------+----------------+
| var21 | int64 | 22 | 75818 |
+-------------------------------+---------+-----------------+----------------+
| num_var2_0_ult1 | int64 | 1 | 75818 |
+-------------------------------+---------+-----------------+----------------+
| num_var2_ult1 | int64 | 1 | 75818 |
+-------------------------------+---------+-----------------+----------------+
| num_aport_var13_hace3 | int64 | 7 | 75818 |
+-------------------------------+---------+-----------------+----------------+
| num_aport_var13_ult1 | int64 | 5 | 75818 |
+-------------------------------+---------+-----------------+----------------+
| num_aport_var17_hace3 | int64 | 5 | 75818 |
+-------------------------------+---------+-----------------+----------------+
| num_aport_var17_ult1 | int64 | 8 | 75818 |
+-------------------------------+---------+-----------------+----------------+
| num_aport_var33_hace3 | int64 | 4 | 75818 |
+-------------------------------+---------+-----------------+----------------+
| num_aport_var33_ult1 | int64 | 4 | 75818 |
+-------------------------------+---------+-----------------+----------------+
| num_var7_emit_ult1 | int64 | 3 | 75818 |
+-------------------------------+---------+-----------------+----------------+
| num_var7_recib_ult1 | int64 | 5 | 75818 |
+-------------------------------+---------+-----------------+----------------+
| num_compra_var44_hace3 | int64 | 9 | 75818 |
+-------------------------------+---------+-----------------+----------------+
| num_compra_var44_ult1 | int64 | 9 | 75818 |
+-------------------------------+---------+-----------------+----------------+
| num_ent_var16_ult1 | int64 | 16 | 75818 |
+-------------------------------+---------+-----------------+----------------+
| num_var22_hace2 | int64 | 22 | 75818 |
+-------------------------------+---------+-----------------+----------------+
| num_var22_hace3 | int64 | 19 | 75818 |
+-------------------------------+---------+-----------------+----------------+
| num_var22_ult1 | int64 | 18 | 75818 |
+-------------------------------+---------+-----------------+----------------+
| num_var22_ult3 | int64 | 33 | 75818 |
+-------------------------------+---------+-----------------+----------------+
| num_med_var22_ult3 | int64 | 14 | 75818 |
+-------------------------------+---------+-----------------+----------------+
| num_med_var45_ult3 | int64 | 66 | 75818 |
+-------------------------------+---------+-----------------+----------------+
| num_meses_var5_ult3 | int64 | 4 | 75818 |
+-------------------------------+---------+-----------------+----------------+
| num_meses_var8_ult3 | int64 | 4 | 75818 |
+-------------------------------+---------+-----------------+----------------+
| num_meses_var12_ult3 | int64 | 4 | 75818 |
+-------------------------------+---------+-----------------+----------------+
| num_meses_var13_corto_ult3 | int64 | 4 | 75818 |
+-------------------------------+---------+-----------------+----------------+
| num_meses_var13_largo_ult3 | int64 | 4 | 75818 |
+-------------------------------+---------+-----------------+----------------+
| num_meses_var13_medio_ult3 | int64 | 2 | 75818 |
+-------------------------------+---------+-----------------+----------------+
| num_meses_var17_ult3 | int64 | 4 | 75818 |
+-------------------------------+---------+-----------------+----------------+
| num_meses_var29_ult3 | int64 | 3 | 75818 |
+-------------------------------+---------+-----------------+----------------+
| num_meses_var33_ult3 | int64 | 4 | 75818 |
+-------------------------------+---------+-----------------+----------------+
| num_meses_var39_vig_ult3 | int64 | 4 | 75818 |
+-------------------------------+---------+-----------------+----------------+
| num_meses_var44_ult3 | int64 | 4 | 75818 |
+-------------------------------+---------+-----------------+----------------+
| num_op_var39_comer_ult1 | int64 | 64 | 75818 |
+-------------------------------+---------+-----------------+----------------+
| num_op_var39_comer_ult3 | int64 | 101 | 75818 |
+-------------------------------+---------+-----------------+----------------+
| num_op_var40_comer_ult1 | int64 | 28 | 75818 |
+-------------------------------+---------+-----------------+----------------+
| num_op_var40_comer_ult3 | int64 | 47 | 75818 |
+-------------------------------+---------+-----------------+----------------+
| num_op_var40_efect_ult1 | int64 | 9 | 75818 |
+-------------------------------+---------+-----------------+----------------+
| num_op_var40_efect_ult3 | int64 | 9 | 75818 |
+-------------------------------+---------+-----------------+----------------+
| num_op_var41_comer_ult1 | int64 | 62 | 75818 |
+-------------------------------+---------+-----------------+----------------+
| num_op_var41_comer_ult3 | int64 | 99 | 75818 |
+-------------------------------+---------+-----------------+----------------+
| num_op_var41_efect_ult1 | int64 | 25 | 75818 |
+-------------------------------+---------+-----------------+----------------+
| num_op_var41_efect_ult3 | int64 | 38 | 75818 |
+-------------------------------+---------+-----------------+----------------+
| num_op_var39_efect_ult1 | int64 | 25 | 75818 |
+-------------------------------+---------+-----------------+----------------+
| num_op_var39_efect_ult3 | int64 | 39 | 75818 |
+-------------------------------+---------+-----------------+----------------+
| num_reemb_var13_hace3 | int64 | 1 | 75818 |
+-------------------------------+---------+-----------------+----------------+
| num_reemb_var13_ult1 | int64 | 2 | 75818 |
+-------------------------------+---------+-----------------+----------------+
| num_reemb_var17_hace3 | int64 | 1 | 75818 |
+-------------------------------+---------+-----------------+----------------+
| num_reemb_var17_ult1 | int64 | 4 | 75818 |
+-------------------------------+---------+-----------------+----------------+
| num_reemb_var33_hace3 | int64 | 1 | 75818 |
+-------------------------------+---------+-----------------+----------------+
| num_reemb_var33_ult1 | int64 | 1 | 75818 |
+-------------------------------+---------+-----------------+----------------+
| num_sal_var16_ult1 | int64 | 4 | 75818 |
+-------------------------------+---------+-----------------+----------------+
| num_var43_emit_ult1 | int64 | 21 | 75818 |
+-------------------------------+---------+-----------------+----------------+
| num_var43_recib_ult1 | int64 | 41 | 75818 |
+-------------------------------+---------+-----------------+----------------+
| num_trasp_var11_ult1 | int64 | 19 | 75818 |
+-------------------------------+---------+-----------------+----------------+
| num_trasp_var17_in_hace3 | int64 | 3 | 75818 |
+-------------------------------+---------+-----------------+----------------+
| num_trasp_var17_in_ult1 | int64 | 3 | 75818 |
+-------------------------------+---------+-----------------+----------------+
| num_trasp_var17_out_hace3 | int64 | 1 | 75818 |
+-------------------------------+---------+-----------------+----------------+
| num_trasp_var17_out_ult1 | int64 | 1 | 75818 |
+-------------------------------+---------+-----------------+----------------+
| num_trasp_var33_in_hace3 | int64 | 2 | 75818 |
+-------------------------------+---------+-----------------+----------------+
| num_trasp_var33_in_ult1 | int64 | 3 | 75818 |
+-------------------------------+---------+-----------------+----------------+
| num_trasp_var33_out_hace3 | int64 | 1 | 75818 |
+-------------------------------+---------+-----------------+----------------+
| num_trasp_var33_out_ult1 | int64 | 2 | 75818 |
+-------------------------------+---------+-----------------+----------------+
| num_venta_var44_hace3 | int64 | 5 | 75818 |
+-------------------------------+---------+-----------------+----------------+
| num_venta_var44_ult1 | int64 | 8 | 75818 |
+-------------------------------+---------+-----------------+----------------+
| num_var45_hace2 | int64 | 91 | 75818 |
+-------------------------------+---------+-----------------+----------------+
| num_var45_hace3 | int64 | 58 | 75818 |
+-------------------------------+---------+-----------------+----------------+
| num_var45_ult1 | int64 | 91 | 75818 |
+-------------------------------+---------+-----------------+----------------+
| num_var45_ult3 | int64 | 167 | 75818 |
+-------------------------------+---------+-----------------+----------------+
| saldo_var2_ult1 | int64 | 1 | 75818 |
+-------------------------------+---------+-----------------+----------------+
| saldo_medio_var5_hace2 | float64 | 14556 | 75818 |
+-------------------------------+---------+-----------------+----------------+
| saldo_medio_var5_hace3 | float64 | 7848 | 75818 |
+-------------------------------+---------+-----------------+----------------+
| saldo_medio_var5_ult1 | float64 | 14551 | 75818 |
+-------------------------------+---------+-----------------+----------------+
| saldo_medio_var5_ult3 | float64 | 17147 | 75818 |
+-------------------------------+---------+-----------------+----------------+
| saldo_medio_var8_hace2 | float64 | 1330 | 75818 |
+-------------------------------+---------+-----------------+----------------+
| saldo_medio_var8_hace3 | float64 | 422 | 75818 |
+-------------------------------+---------+-----------------+----------------+
| saldo_medio_var8_ult1 | float64 | 2198 | 75818 |
+-------------------------------+---------+-----------------+----------------+
| saldo_medio_var8_ult3 | float64 | 2249 | 75818 |
+-------------------------------+---------+-----------------+----------------+
| saldo_medio_var12_hace2 | float64 | 2822 | 75818 |
+-------------------------------+---------+-----------------+----------------+
| saldo_medio_var12_hace3 | float64 | 1119 | 75818 |
+-------------------------------+---------+-----------------+----------------+
| saldo_medio_var12_ult1 | float64 | 3365 | 75818 |
+-------------------------------+---------+-----------------+----------------+
| saldo_medio_var12_ult3 | float64 | 3416 | 75818 |
+-------------------------------+---------+-----------------+----------------+
| saldo_medio_var13_corto_hace2 | float64 | 1681 | 75818 |
+-------------------------------+---------+-----------------+----------------+
| saldo_medio_var13_corto_hace3 | float64 | 938 | 75818 |
+-------------------------------+---------+-----------------+----------------+
| saldo_medio_var13_corto_ult1 | float64 | 976 | 75818 |
+-------------------------------+---------+-----------------+----------------+
| saldo_medio_var13_corto_ult3 | float64 | 2581 | 75818 |
+-------------------------------+---------+-----------------+----------------+
| saldo_medio_var13_largo_hace2 | float64 | 313 | 75818 |
+-------------------------------+---------+-----------------+----------------+
| saldo_medio_var13_largo_hace3 | float64 | 280 | 75818 |
+-------------------------------+---------+-----------------+----------------+
| saldo_medio_var13_largo_ult1 | float64 | 252 | 75818 |
+-------------------------------+---------+-----------------+----------------+
| saldo_medio_var13_largo_ult3 | float64 | 543 | 75818 |
+-------------------------------+---------+-----------------+----------------+
| saldo_medio_var13_medio_hace2 | float64 | 6 | 75818 |
+-------------------------------+---------+-----------------+----------------+
| saldo_medio_var13_medio_hace3 | int64 | 1 | 75818 |
+-------------------------------+---------+-----------------+----------------+
| saldo_medio_var13_medio_ult1 | float64 | 6 | 75818 |
+-------------------------------+---------+-----------------+----------------+
| saldo_medio_var13_medio_ult3 | float64 | 6 | 75818 |
+-------------------------------+---------+-----------------+----------------+
| saldo_medio_var17_hace2 | float64 | 79 | 75818 |
+-------------------------------+---------+-----------------+----------------+
| saldo_medio_var17_hace3 | float64 | 20 | 75818 |
+-------------------------------+---------+-----------------+----------------+
| saldo_medio_var17_ult1 | float64 | 112 | 75818 |
+-------------------------------+---------+-----------------+----------------+
| saldo_medio_var17_ult3 | float64 | 112 | 75818 |
+-------------------------------+---------+-----------------+----------------+
| saldo_medio_var29_hace2 | float64 | 4 | 75818 |
+-------------------------------+---------+-----------------+----------------+
| saldo_medio_var29_hace3 | int64 | 1 | 75818 |
+-------------------------------+---------+-----------------+----------------+
| saldo_medio_var29_ult1 | float64 | 4 | 75818 |
+-------------------------------+---------+-----------------+----------------+
| saldo_medio_var29_ult3 | float64 | 4 | 75818 |
+-------------------------------+---------+-----------------+----------------+
| saldo_medio_var33_hace2 | float64 | 48 | 75818 |
+-------------------------------+---------+-----------------+----------------+
| saldo_medio_var33_hace3 | float64 | 22 | 75818 |
+-------------------------------+---------+-----------------+----------------+
| saldo_medio_var33_ult1 | float64 | 60 | 75818 |
+-------------------------------+---------+-----------------+----------------+
| saldo_medio_var33_ult3 | float64 | 60 | 75818 |
+-------------------------------+---------+-----------------+----------------+
| saldo_medio_var44_hace2 | float64 | 99 | 75818 |
+-------------------------------+---------+-----------------+----------------+
| saldo_medio_var44_hace3 | float64 | 28 | 75818 |
+-------------------------------+---------+-----------------+----------------+
| saldo_medio_var44_ult1 | float64 | 148 | 75818 |
+-------------------------------+---------+-----------------+----------------+
| saldo_medio_var44_ult3 | float64 | 148 | 75818 |
+-------------------------------+---------+-----------------+----------------+
| var38 | float64 | 57570 | 75818 |
+-------------------------------+---------+-----------------+----------------+
type_counts = test.dtypes.value_counts().reset_index()
type_counts.columns = ['Type', 'Count']
print("\nVariable Types and Counts:")
type_counts
Variable Types and Counts:
| Type | Count | |
|---|---|---|
| 0 | int64 | 260 |
| 1 | float64 | 110 |
print(tabulate(test.head(10), headers = 'keys', tablefmt='pretty'))
+---+------+------+-------+--------------------+-------------------------+-------------------------+-------------------------+-------------------------+-------------------------+-------------------------+-------------------+-------------------------+-------------------------+-------------------------+-------------------------+-------------------+-------------------------+-------------------------+-------------------+--------------------+------------+----------+------------+----------+------------+----------+------------+----------+------------+----------+-------------+-----------+-------------+-------------------+-----------------+-------------------+-----------------+-------------------+-----------------+-----------+-------------+-----------+-------------+-----------+-------------+-----------+-----------+-------------+-----------+-------------+-----------+---------------+-------------+---------------+-----------+-------------+-----------+-------------+-------------+-----------+-----------+-------------+-----------+-------------+-----------+-------------+-----------+---------------+-------------+-----------+-------------+-----------+-------------+-----------+---------------+-------------+-----------+-------------+-------------+-----------+-------------+-----------+-----------+-------------+-----------+-------------+-----------+------------+----------+----------+------------+----------+------------+----------+------------+----------+-------------+-----------+-------------+-------------------+-----------------+-------------------+-----------------+-------------------+-----------------+-----------+-------------+-----------+-------------+-----------+-------------+-----------+-------------+-----------+-------------+-----------+-------------+-----------+-------------+-----------+--------------------+--------------------+-------------------+-------------------+--------------------+--------------------+-------------------+-------------------+--------------------+--------------------+-------------------+-------------------+-------------+-------------+-----------+-----------+-------------+-----------+-------------+-----------+-------------+-----------+-------------+-----------+-------------+-----------+-------------+-----------+-----------+--------------------+-------------+-----------+-------------+-------------+-----------+-------------+-----------+-----------+-------------+-----------+-------------+-----------+-------------+-----------+------------+------------+------------+------------+-------------+-------------------+-------------------+-------------------+-------------+-------------+-------------+-------------+-------------+-------------+-------------+-------------+-------------+-------------+-------------+-------------+-------------+-------------+-------------+-------------+-------------+-------------+-------------+-------------+-------------+-------------+-------+---------------------------+---------------------------+---------------------------+---------------------------+---------------------------+----------------------------+---------------------------+---------------------------+---------------------------+------------------------------+-------------------------------+------------------------------+-------------------------------+---------------------------+---------------------------+---------------------------+---------------------------+----------------------------+---------------------------+---------------------------+---------------------------+------------------------------+-------------------------------+------------------------------+-------------------------------+---------------------------+-----------------------+----------------------+-----------------------+----------------------+-----------------------+----------------------+-----------------------+----------------------+-----------------------+----------------------+--------------------+---------------------+------------------------+-----------------------+-----------------------+----------------------+-----------------------+----------------------+-----------------------+----------------------+---------------------+----------------------+--------------------------+-------------------------+---------------------------+--------------------------+--------------------------+-------------------------+---------------------------+--------------------------+-----------------------+----------------------+--------------------+---------------------+----------------+-------------------+-------------------+---------------+---------------------+----------------------+-------+-----------------+---------------+-----------------------+----------------------+-----------------------+----------------------+-----------------------+----------------------+--------------------+---------------------+------------------------+-----------------------+--------------------+-----------------+-----------------+----------------+----------------+--------------------+--------------------+---------------------+---------------------+----------------------+----------------------------+----------------------------+----------------------------+----------------------+----------------------+----------------------+--------------------------+----------------------+-------------------------+-------------------------+-------------------------+-------------------------+-------------------------+-------------------------+-------------------------+-------------------------+-------------------------+-------------------------+-------------------------+-------------------------+-----------------------+----------------------+-----------------------+----------------------+-----------------------+----------------------+--------------------+---------------------+----------------------+----------------------+--------------------------+-------------------------+---------------------------+--------------------------+--------------------------+-------------------------+---------------------------+--------------------------+-----------------------+----------------------+-----------------+-----------------+----------------+----------------+-----------------+------------------------+------------------------+-----------------------+-----------------------+------------------------+------------------------+-----------------------+-----------------------+-------------------------+-------------------------+------------------------+------------------------+-------------------------------+-------------------------------+------------------------------+------------------------------+-------------------------------+-------------------------------+------------------------------+------------------------------+-------------------------------+-------------------------------+------------------------------+------------------------------+-------------------------+-------------------------+------------------------+------------------------+-------------------------+-------------------------+------------------------+------------------------+-------------------------+-------------------------+------------------------+------------------------+-------------------------+-------------------------+------------------------+------------------------+-----------+
| | ID | var3 | var15 | imp_ent_var16_ult1 | imp_op_var39_comer_ult1 | imp_op_var39_comer_ult3 | imp_op_var40_comer_ult1 | imp_op_var40_comer_ult3 | imp_op_var40_efect_ult1 | imp_op_var40_efect_ult3 | imp_op_var40_ult1 | imp_op_var41_comer_ult1 | imp_op_var41_comer_ult3 | imp_op_var41_efect_ult1 | imp_op_var41_efect_ult3 | imp_op_var41_ult1 | imp_op_var39_efect_ult1 | imp_op_var39_efect_ult3 | imp_op_var39_ult1 | imp_sal_var16_ult1 | ind_var1_0 | ind_var1 | ind_var2_0 | ind_var2 | ind_var5_0 | ind_var5 | ind_var6_0 | ind_var6 | ind_var8_0 | ind_var8 | ind_var12_0 | ind_var12 | ind_var13_0 | ind_var13_corto_0 | ind_var13_corto | ind_var13_largo_0 | ind_var13_largo | ind_var13_medio_0 | ind_var13_medio | ind_var13 | ind_var14_0 | ind_var14 | ind_var17_0 | ind_var17 | ind_var18_0 | ind_var18 | ind_var19 | ind_var20_0 | ind_var20 | ind_var24_0 | ind_var24 | ind_var25_cte | ind_var26_0 | ind_var26_cte | ind_var26 | ind_var25_0 | ind_var25 | ind_var27_0 | ind_var28_0 | ind_var28 | ind_var27 | ind_var29_0 | ind_var29 | ind_var30_0 | ind_var30 | ind_var31_0 | ind_var31 | ind_var32_cte | ind_var32_0 | ind_var32 | ind_var33_0 | ind_var33 | ind_var34_0 | ind_var34 | ind_var37_cte | ind_var37_0 | ind_var37 | ind_var39_0 | ind_var40_0 | ind_var40 | ind_var41_0 | ind_var41 | ind_var39 | ind_var44_0 | ind_var44 | ind_var46_0 | ind_var46 | num_var1_0 | num_var1 | num_var4 | num_var5_0 | num_var5 | num_var6_0 | num_var6 | num_var8_0 | num_var8 | num_var12_0 | num_var12 | num_var13_0 | num_var13_corto_0 | num_var13_corto | num_var13_largo_0 | num_var13_largo | num_var13_medio_0 | num_var13_medio | num_var13 | num_var14_0 | num_var14 | num_var17_0 | num_var17 | num_var18_0 | num_var18 | num_var20_0 | num_var20 | num_var24_0 | num_var24 | num_var26_0 | num_var26 | num_var25_0 | num_var25 | num_op_var40_hace2 | num_op_var40_hace3 | num_op_var40_ult1 | num_op_var40_ult3 | num_op_var41_hace2 | num_op_var41_hace3 | num_op_var41_ult1 | num_op_var41_ult3 | num_op_var39_hace2 | num_op_var39_hace3 | num_op_var39_ult1 | num_op_var39_ult3 | num_var27_0 | num_var28_0 | num_var28 | num_var27 | num_var29_0 | num_var29 | num_var30_0 | num_var30 | num_var31_0 | num_var31 | num_var32_0 | num_var32 | num_var33_0 | num_var33 | num_var34_0 | num_var34 | num_var35 | num_var37_med_ult2 | num_var37_0 | num_var37 | num_var39_0 | num_var40_0 | num_var40 | num_var41_0 | num_var41 | num_var39 | num_var42_0 | num_var42 | num_var44_0 | num_var44 | num_var46_0 | num_var46 | saldo_var1 | saldo_var5 | saldo_var6 | saldo_var8 | saldo_var12 | saldo_var13_corto | saldo_var13_largo | saldo_var13_medio | saldo_var13 | saldo_var14 | saldo_var17 | saldo_var18 | saldo_var20 | saldo_var24 | saldo_var26 | saldo_var25 | saldo_var28 | saldo_var27 | saldo_var29 | saldo_var30 | saldo_var31 | saldo_var32 | saldo_var33 | saldo_var34 | saldo_var37 | saldo_var40 | saldo_var41 | saldo_var42 | saldo_var44 | saldo_var46 | var36 | delta_imp_amort_var18_1y3 | delta_imp_amort_var34_1y3 | delta_imp_aport_var13_1y3 | delta_imp_aport_var17_1y3 | delta_imp_aport_var33_1y3 | delta_imp_compra_var44_1y3 | delta_imp_reemb_var13_1y3 | delta_imp_reemb_var17_1y3 | delta_imp_reemb_var33_1y3 | delta_imp_trasp_var17_in_1y3 | delta_imp_trasp_var17_out_1y3 | delta_imp_trasp_var33_in_1y3 | delta_imp_trasp_var33_out_1y3 | delta_imp_venta_var44_1y3 | delta_num_aport_var13_1y3 | delta_num_aport_var17_1y3 | delta_num_aport_var33_1y3 | delta_num_compra_var44_1y3 | delta_num_reemb_var13_1y3 | delta_num_reemb_var17_1y3 | delta_num_reemb_var33_1y3 | delta_num_trasp_var17_in_1y3 | delta_num_trasp_var17_out_1y3 | delta_num_trasp_var33_in_1y3 | delta_num_trasp_var33_out_1y3 | delta_num_venta_var44_1y3 | imp_amort_var18_hace3 | imp_amort_var18_ult1 | imp_amort_var34_hace3 | imp_amort_var34_ult1 | imp_aport_var13_hace3 | imp_aport_var13_ult1 | imp_aport_var17_hace3 | imp_aport_var17_ult1 | imp_aport_var33_hace3 | imp_aport_var33_ult1 | imp_var7_emit_ult1 | imp_var7_recib_ult1 | imp_compra_var44_hace3 | imp_compra_var44_ult1 | imp_reemb_var13_hace3 | imp_reemb_var13_ult1 | imp_reemb_var17_hace3 | imp_reemb_var17_ult1 | imp_reemb_var33_hace3 | imp_reemb_var33_ult1 | imp_var43_emit_ult1 | imp_trans_var37_ult1 | imp_trasp_var17_in_hace3 | imp_trasp_var17_in_ult1 | imp_trasp_var17_out_hace3 | imp_trasp_var17_out_ult1 | imp_trasp_var33_in_hace3 | imp_trasp_var33_in_ult1 | imp_trasp_var33_out_hace3 | imp_trasp_var33_out_ult1 | imp_venta_var44_hace3 | imp_venta_var44_ult1 | ind_var7_emit_ult1 | ind_var7_recib_ult1 | ind_var10_ult1 | ind_var10cte_ult1 | ind_var9_cte_ult1 | ind_var9_ult1 | ind_var43_emit_ult1 | ind_var43_recib_ult1 | var21 | num_var2_0_ult1 | num_var2_ult1 | num_aport_var13_hace3 | num_aport_var13_ult1 | num_aport_var17_hace3 | num_aport_var17_ult1 | num_aport_var33_hace3 | num_aport_var33_ult1 | num_var7_emit_ult1 | num_var7_recib_ult1 | num_compra_var44_hace3 | num_compra_var44_ult1 | num_ent_var16_ult1 | num_var22_hace2 | num_var22_hace3 | num_var22_ult1 | num_var22_ult3 | num_med_var22_ult3 | num_med_var45_ult3 | num_meses_var5_ult3 | num_meses_var8_ult3 | num_meses_var12_ult3 | num_meses_var13_corto_ult3 | num_meses_var13_largo_ult3 | num_meses_var13_medio_ult3 | num_meses_var17_ult3 | num_meses_var29_ult3 | num_meses_var33_ult3 | num_meses_var39_vig_ult3 | num_meses_var44_ult3 | num_op_var39_comer_ult1 | num_op_var39_comer_ult3 | num_op_var40_comer_ult1 | num_op_var40_comer_ult3 | num_op_var40_efect_ult1 | num_op_var40_efect_ult3 | num_op_var41_comer_ult1 | num_op_var41_comer_ult3 | num_op_var41_efect_ult1 | num_op_var41_efect_ult3 | num_op_var39_efect_ult1 | num_op_var39_efect_ult3 | num_reemb_var13_hace3 | num_reemb_var13_ult1 | num_reemb_var17_hace3 | num_reemb_var17_ult1 | num_reemb_var33_hace3 | num_reemb_var33_ult1 | num_sal_var16_ult1 | num_var43_emit_ult1 | num_var43_recib_ult1 | num_trasp_var11_ult1 | num_trasp_var17_in_hace3 | num_trasp_var17_in_ult1 | num_trasp_var17_out_hace3 | num_trasp_var17_out_ult1 | num_trasp_var33_in_hace3 | num_trasp_var33_in_ult1 | num_trasp_var33_out_hace3 | num_trasp_var33_out_ult1 | num_venta_var44_hace3 | num_venta_var44_ult1 | num_var45_hace2 | num_var45_hace3 | num_var45_ult1 | num_var45_ult3 | saldo_var2_ult1 | saldo_medio_var5_hace2 | saldo_medio_var5_hace3 | saldo_medio_var5_ult1 | saldo_medio_var5_ult3 | saldo_medio_var8_hace2 | saldo_medio_var8_hace3 | saldo_medio_var8_ult1 | saldo_medio_var8_ult3 | saldo_medio_var12_hace2 | saldo_medio_var12_hace3 | saldo_medio_var12_ult1 | saldo_medio_var12_ult3 | saldo_medio_var13_corto_hace2 | saldo_medio_var13_corto_hace3 | saldo_medio_var13_corto_ult1 | saldo_medio_var13_corto_ult3 | saldo_medio_var13_largo_hace2 | saldo_medio_var13_largo_hace3 | saldo_medio_var13_largo_ult1 | saldo_medio_var13_largo_ult3 | saldo_medio_var13_medio_hace2 | saldo_medio_var13_medio_hace3 | saldo_medio_var13_medio_ult1 | saldo_medio_var13_medio_ult3 | saldo_medio_var17_hace2 | saldo_medio_var17_hace3 | saldo_medio_var17_ult1 | saldo_medio_var17_ult3 | saldo_medio_var29_hace2 | saldo_medio_var29_hace3 | saldo_medio_var29_ult1 | saldo_medio_var29_ult3 | saldo_medio_var33_hace2 | saldo_medio_var33_hace3 | saldo_medio_var33_ult1 | saldo_medio_var33_ult3 | saldo_medio_var44_hace2 | saldo_medio_var44_hace3 | saldo_medio_var44_ult1 | saldo_medio_var44_ult3 | var38 |
+---+------+------+-------+--------------------+-------------------------+-------------------------+-------------------------+-------------------------+-------------------------+-------------------------+-------------------+-------------------------+-------------------------+-------------------------+-------------------------+-------------------+-------------------------+-------------------------+-------------------+--------------------+------------+----------+------------+----------+------------+----------+------------+----------+------------+----------+-------------+-----------+-------------+-------------------+-----------------+-------------------+-----------------+-------------------+-----------------+-----------+-------------+-----------+-------------+-----------+-------------+-----------+-----------+-------------+-----------+-------------+-----------+---------------+-------------+---------------+-----------+-------------+-----------+-------------+-------------+-----------+-----------+-------------+-----------+-------------+-----------+-------------+-----------+---------------+-------------+-----------+-------------+-----------+-------------+-----------+---------------+-------------+-----------+-------------+-------------+-----------+-------------+-----------+-----------+-------------+-----------+-------------+-----------+------------+----------+----------+------------+----------+------------+----------+------------+----------+-------------+-----------+-------------+-------------------+-----------------+-------------------+-----------------+-------------------+-----------------+-----------+-------------+-----------+-------------+-----------+-------------+-----------+-------------+-----------+-------------+-----------+-------------+-----------+-------------+-----------+--------------------+--------------------+-------------------+-------------------+--------------------+--------------------+-------------------+-------------------+--------------------+--------------------+-------------------+-------------------+-------------+-------------+-----------+-----------+-------------+-----------+-------------+-----------+-------------+-----------+-------------+-----------+-------------+-----------+-------------+-----------+-----------+--------------------+-------------+-----------+-------------+-------------+-----------+-------------+-----------+-----------+-------------+-----------+-------------+-----------+-------------+-----------+------------+------------+------------+------------+-------------+-------------------+-------------------+-------------------+-------------+-------------+-------------+-------------+-------------+-------------+-------------+-------------+-------------+-------------+-------------+-------------+-------------+-------------+-------------+-------------+-------------+-------------+-------------+-------------+-------------+-------------+-------+---------------------------+---------------------------+---------------------------+---------------------------+---------------------------+----------------------------+---------------------------+---------------------------+---------------------------+------------------------------+-------------------------------+------------------------------+-------------------------------+---------------------------+---------------------------+---------------------------+---------------------------+----------------------------+---------------------------+---------------------------+---------------------------+------------------------------+-------------------------------+------------------------------+-------------------------------+---------------------------+-----------------------+----------------------+-----------------------+----------------------+-----------------------+----------------------+-----------------------+----------------------+-----------------------+----------------------+--------------------+---------------------+------------------------+-----------------------+-----------------------+----------------------+-----------------------+----------------------+-----------------------+----------------------+---------------------+----------------------+--------------------------+-------------------------+---------------------------+--------------------------+--------------------------+-------------------------+---------------------------+--------------------------+-----------------------+----------------------+--------------------+---------------------+----------------+-------------------+-------------------+---------------+---------------------+----------------------+-------+-----------------+---------------+-----------------------+----------------------+-----------------------+----------------------+-----------------------+----------------------+--------------------+---------------------+------------------------+-----------------------+--------------------+-----------------+-----------------+----------------+----------------+--------------------+--------------------+---------------------+---------------------+----------------------+----------------------------+----------------------------+----------------------------+----------------------+----------------------+----------------------+--------------------------+----------------------+-------------------------+-------------------------+-------------------------+-------------------------+-------------------------+-------------------------+-------------------------+-------------------------+-------------------------+-------------------------+-------------------------+-------------------------+-----------------------+----------------------+-----------------------+----------------------+-----------------------+----------------------+--------------------+---------------------+----------------------+----------------------+--------------------------+-------------------------+---------------------------+--------------------------+--------------------------+-------------------------+---------------------------+--------------------------+-----------------------+----------------------+-----------------+-----------------+----------------+----------------+-----------------+------------------------+------------------------+-----------------------+-----------------------+------------------------+------------------------+-----------------------+-----------------------+-------------------------+-------------------------+------------------------+------------------------+-------------------------------+-------------------------------+------------------------------+------------------------------+-------------------------------+-------------------------------+------------------------------+------------------------------+-------------------------------+-------------------------------+------------------------------+------------------------------+-------------------------+-------------------------+------------------------+------------------------+-------------------------+-------------------------+------------------------+------------------------+-------------------------+-------------------------+------------------------+------------------------+-------------------------+-------------------------+------------------------+------------------------+-----------+
| 0 | 2.0 | 2.0 | 32.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 1.0 | 1.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 1.0 | 1.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 1.0 | 0.0 | 0.0 | 1.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 1.0 | 3.0 | 3.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 3.0 | 3.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 3.0 | 0.0 | 0.0 | 0.0 | 3.0 | 0.0 | 0.0 | 3.0 | 0.0 | 0.0 | 3.0 | 3.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 6.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 6.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 6.0 | 0.0 | 0.0 | 3.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 3.0 | 0.0 | 3.0 | 0.0 | 0.0 | 3.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 2.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 6.0 | 2.43 | 6.0 | 4.8 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 40532.1 |
| 1 | 5.0 | 2.0 | 35.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 1.0 | 1.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 1.0 | 1.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 1.0 | 3.0 | 3.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 3.0 | 3.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 3.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 3.0 | 3.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 3.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 3.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 3.0 | 0.0 | 0.0 | 3.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 3.0 | 0.0 | 3.0 | 0.0 | 0.0 | 3.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 6.0 | 0.0 | 6.0 | 0.0 | 3.0 | 2.55 | 3.0 | 2.85 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 45486.72 |
| 2 | 6.0 | 2.0 | 23.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 60.0 | 60.0 | 60.0 | 60.0 | 60.0 | 60.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 1.0 | 1.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 1.0 | 1.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 1.0 | 0.0 | 0.0 | 1.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 2.0 | 3.0 | 3.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 3.0 | 3.0 | 0.0 | 0.0 | 3.0 | 3.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 3.0 | 3.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 6.0 | 0.0 | 0.0 | 0.0 | 3.0 | 0.0 | 0.0 | 3.0 | 0.0 | 0.0 | 3.0 | 3.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 30.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 30.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 30.0 | 0.0 | 0.0 | 3.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 3.0 | 3.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 2.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 3.0 | 3.0 | 3.0 | 3.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 3.0 | 6.0 | 0.0 | 9.0 | 0.0 | 90.0 | 57.0 | 51.45 | 66.15 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 46993.95 |
| 3 | 7.0 | 2.0 | 24.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 1.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 1.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 1.0 | 0.0 | 0.0 | 1.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 3.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 3.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 3.0 | 0.0 | 0.0 | 3.0 | 0.0 | 0.0 | 3.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 99.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 2.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 187898.61 |
| 4 | 9.0 | 2.0 | 23.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 1.0 | 1.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 1.0 | 1.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 1.0 | 0.0 | 0.0 | 1.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 1.0 | 3.0 | 3.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 3.0 | 3.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 3.0 | 0.0 | 0.0 | 0.0 | 3.0 | 0.0 | 0.0 | 3.0 | 0.0 | 0.0 | 3.0 | 3.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 30.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 30.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 30.0 | 0.0 | 0.0 | 3.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 3.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 2.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 30.0 | 3.87 | 30.0 | 21.3 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 73649.73 |
| 5 | 11.0 | 2.0 | 43.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 1.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 1.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 1.0 | 0.0 | 0.0 | 1.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 3.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 3.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 3.0 | 0.0 | 0.0 | 3.0 | 0.0 | 0.0 | 3.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 99.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 2.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 53250.87 |
| 6 | 12.0 | 2.0 | 39.0 | 495.0 | 2334.42 | 4815.42 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 2334.42 | 4815.42 | 1560.0 | 2730.0 | 4494.51 | 1560.0 | 2730.0 | 4494.51 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 1.0 | 1.0 | 0.0 | 0.0 | 0.0 | 0.0 | 1.0 | 1.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 1.0 | 1.0 | 1.0 | 1.0 | 1.0 | 1.0 | 1.0 | 1.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 1.0 | 1.0 | 1.0 | 1.0 | 0.0 | 0.0 | 0.0 | 1.0 | 1.0 | 0.0 | 0.0 | 1.0 | 1.0 | 1.0 | 1.0 | 0.0 | 0.0 | 1.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 6.0 | 3.0 | 3.0 | 0.0 | 0.0 | 0.0 | 0.0 | 3.0 | 3.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 3.0 | 3.0 | 3.0 | 3.0 | 3.0 | 3.0 | 0.0 | 0.0 | 0.0 | 0.0 | 75.0 | 0.0 | 63.0 | 138.0 | 75.0 | 0.0 | 63.0 | 138.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 6.0 | 6.0 | 3.0 | 3.0 | 0.0 | 0.0 | 3.0 | 3.0 | 0.0 | 0.0 | 18.0 | 18.0 | 15.0 | 15.0 | 3.0 | 0.0 | 0.0 | 3.0 | 0.0 | 0.0 | 6.0 | 6.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 909.42 | 0.0 | 0.0 | 9017.25 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 9017.25 | 1639.89 | 1639.89 | 0.0 | 0.0 | 0.0 | 9926.67 | 7600.95 | 0.0 | 7600.95 | 0.0 | 1134.87 | 0.0 | 0.0 | 9926.67 | 0.0 | 0.0 | 1.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 3489.0 | 4590.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 1.0 | 1.0 | 1.0 | 1.0 | 1.0 | 1.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 3.0 | 6.0 | 21.0 | 6.0 | 33.0 | 9.0 | 45.0 | 3.0 | 0.0 | 3.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 2.0 | 2.0 | 0.0 | 36.0 | 102.0 | 0.0 | 0.0 | 0.0 | 0.0 | 36.0 | 102.0 | 12.0 | 24.0 | 12.0 | 24.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 6.0 | 6.0 | 3.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 60.0 | 36.0 | 42.0 | 138.0 | 0.0 | 4134.87 | 754.89 | 2582.43 | 2490.72 | 0.0 | 0.0 | 0.0 | 0.0 | 6002.55 | 2129.07 | 8510.91 | 5547.51 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 7077.51 | 0.0 | 7599.0 | 7338.27 | 0.0 | 0.0 | 0.0 | 0.0 | 58316.64 |
| 7 | 15.0 | 2.0 | 29.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 1.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 1.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 3.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 3.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 3.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 99.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 46898.49 |
| 8 | 16.0 | 2.0 | 53.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 1.0 | 1.0 | 0.0 | 0.0 | 0.0 | 0.0 | 1.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 1.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 1.0 | 1.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 1.0 | 0.0 | 0.0 | 1.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 1.0 | 3.0 | 3.0 | 0.0 | 0.0 | 0.0 | 0.0 | 3.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 3.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 6.0 | 3.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 3.0 | 0.0 | 0.0 | 0.0 | 3.0 | 0.0 | 0.0 | 3.0 | 0.0 | 0.0 | 6.0 | 3.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 300.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 300.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 300.0 | 0.0 | 0.0 | 2.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 6.0 | 0.0 | 0.0 | 6.0 | 0.0 | 0.0 | 2.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 2.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 3.0 | 0.0 | 0.0 | 3.0 | 0.0 | 189.99 | 0.0 | 300.0 | 245.01 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 110356.98 |
| 9 | 17.0 | 2.0 | 37.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 1.0 | 1.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 1.0 | 1.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 1.0 | 0.0 | 0.0 | 1.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 1.0 | 3.0 | 3.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 3.0 | 3.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 3.0 | 0.0 | 0.0 | 0.0 | 3.0 | 0.0 | 0.0 | 3.0 | 0.0 | 0.0 | 3.0 | 3.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 1153.86 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 1153.86 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 1153.86 | 0.0 | 0.0 | 2.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 9.0 | 0.0 | 0.0 | 9.0 | 3.0 | 3.0 | 2.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 2.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 9.0 | 0.0 | 0.0 | 9.0 | 0.0 | 700.32 | 0.0 | 1153.86 | 927.09 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 41366.49 |
+---+------+------+-------+--------------------+-------------------------+-------------------------+-------------------------+-------------------------+-------------------------+-------------------------+-------------------+-------------------------+-------------------------+-------------------------+-------------------------+-------------------+-------------------------+-------------------------+-------------------+--------------------+------------+----------+------------+----------+------------+----------+------------+----------+------------+----------+-------------+-----------+-------------+-------------------+-----------------+-------------------+-----------------+-------------------+-----------------+-----------+-------------+-----------+-------------+-----------+-------------+-----------+-----------+-------------+-----------+-------------+-----------+---------------+-------------+---------------+-----------+-------------+-----------+-------------+-------------+-----------+-----------+-------------+-----------+-------------+-----------+-------------+-----------+---------------+-------------+-----------+-------------+-----------+-------------+-----------+---------------+-------------+-----------+-------------+-------------+-----------+-------------+-----------+-----------+-------------+-----------+-------------+-----------+------------+----------+----------+------------+----------+------------+----------+------------+----------+-------------+-----------+-------------+-------------------+-----------------+-------------------+-----------------+-------------------+-----------------+-----------+-------------+-----------+-------------+-----------+-------------+-----------+-------------+-----------+-------------+-----------+-------------+-----------+-------------+-----------+--------------------+--------------------+-------------------+-------------------+--------------------+--------------------+-------------------+-------------------+--------------------+--------------------+-------------------+-------------------+-------------+-------------+-----------+-----------+-------------+-----------+-------------+-----------+-------------+-----------+-------------+-----------+-------------+-----------+-------------+-----------+-----------+--------------------+-------------+-----------+-------------+-------------+-----------+-------------+-----------+-----------+-------------+-----------+-------------+-----------+-------------+-----------+------------+------------+------------+------------+-------------+-------------------+-------------------+-------------------+-------------+-------------+-------------+-------------+-------------+-------------+-------------+-------------+-------------+-------------+-------------+-------------+-------------+-------------+-------------+-------------+-------------+-------------+-------------+-------------+-------------+-------------+-------+---------------------------+---------------------------+---------------------------+---------------------------+---------------------------+----------------------------+---------------------------+---------------------------+---------------------------+------------------------------+-------------------------------+------------------------------+-------------------------------+---------------------------+---------------------------+---------------------------+---------------------------+----------------------------+---------------------------+---------------------------+---------------------------+------------------------------+-------------------------------+------------------------------+-------------------------------+---------------------------+-----------------------+----------------------+-----------------------+----------------------+-----------------------+----------------------+-----------------------+----------------------+-----------------------+----------------------+--------------------+---------------------+------------------------+-----------------------+-----------------------+----------------------+-----------------------+----------------------+-----------------------+----------------------+---------------------+----------------------+--------------------------+-------------------------+---------------------------+--------------------------+--------------------------+-------------------------+---------------------------+--------------------------+-----------------------+----------------------+--------------------+---------------------+----------------+-------------------+-------------------+---------------+---------------------+----------------------+-------+-----------------+---------------+-----------------------+----------------------+-----------------------+----------------------+-----------------------+----------------------+--------------------+---------------------+------------------------+-----------------------+--------------------+-----------------+-----------------+----------------+----------------+--------------------+--------------------+---------------------+---------------------+----------------------+----------------------------+----------------------------+----------------------------+----------------------+----------------------+----------------------+--------------------------+----------------------+-------------------------+-------------------------+-------------------------+-------------------------+-------------------------+-------------------------+-------------------------+-------------------------+-------------------------+-------------------------+-------------------------+-------------------------+-----------------------+----------------------+-----------------------+----------------------+-----------------------+----------------------+--------------------+---------------------+----------------------+----------------------+--------------------------+-------------------------+---------------------------+--------------------------+--------------------------+-------------------------+---------------------------+--------------------------+-----------------------+----------------------+-----------------+-----------------+----------------+----------------+-----------------+------------------------+------------------------+-----------------------+-----------------------+------------------------+------------------------+-----------------------+-----------------------+-------------------------+-------------------------+------------------------+------------------------+-------------------------------+-------------------------------+------------------------------+------------------------------+-------------------------------+-------------------------------+------------------------------+------------------------------+-------------------------------+-------------------------------+------------------------------+------------------------------+-------------------------+-------------------------+------------------------+------------------------+-------------------------+-------------------------+------------------------+------------------------+-------------------------+-------------------------+------------------------+------------------------+-------------------------+-------------------------+------------------------+------------------------+-----------+
Comparación entre conjuntos de datos (train vs test)#
Se desea comparar si las variables que están en el conjunto de datos de entrenamiento son las mismas del conjunto de test, se concluye que posee la misma longitud y que adicionalmente el conjunto de test no tiene ‘TARGET’ ya que se predecirán con el modelo.
filastrain = len(train)
filastest = len(test)
columnastrain= len(train.columns)
columnastest= len(test.columns)
print(f'Los datos de train tiene {filastrain} filas y {columnastrain} columnas')
print(f'Los datos de test tiene {filastest} filas y {columnastest} columnas')
Los datos de train tiene 76020 filas y 371 columnas
Los datos de test tiene 75818 filas y 370 columnas
Al comparar si tienen las mimas variables, se concluye que si poseen las mismas variables y un número de registros similar.
train_cols = set(train.columns)
test_cols = set(test.columns)
# Check for columns only in train
only_in_train = train_cols - test_cols
if only_in_train:
print("Columns only in train dataset:")
for col in only_in_train:
print(col)
# Check for columns only in test
only_in_test = test_cols - train_cols
if only_in_test:
print("\nColumns only in test dataset:")
for col in only_in_test:
print(col)
# Check if all columns in test are present in train
if train_cols.issuperset(test_cols):
print("\nAll columns in test are present in train.")
else:
print("\nNot all columns in test are present in train.")
Columns only in train dataset:
TARGET
All columns in test are present in train.
Análisis Exploratorio de los Datos#
Datos de entrenamiento#
Convertir la variable Target en categórica
train['TARGET'] = train['TARGET'].astype('category')
print(train['TARGET'])
0 0
1 0
2 0
3 0
4 0
..
76015 0
76016 0
76017 0
76018 0
76019 0
Name: TARGET, Length: 76020, dtype: category
Categories (2, int64): [0, 1]
Verificamos datos faltantes#
Datos Faltantes (Missing Count):
Cero (0):En todas las variables de la tabla, el número de valores faltantes es cero, lo que significa que no hay datos faltantes en ninguna de las variables.Todas las variables en la tabla tienen un “
Missing Count" de 0, lo que indica que no se necesita realizar ningún tratamiento de datos faltantes, ya que todas las variables están completas.
Datos Ceros (Zero Count):
Muchas de las variables tienen un gran número de ceros (con valores cercanos a 0 para un gran porcentaje de los registros), lo que podría indicar que estas variables contienen un número considerable de valores que son cero y de ser categóricas.
Algunas variables tienen más de 99% de ceros, lo que sugiere que podrían ser variables que en su mayoría están vacías o no registran información en la mayoría de los registros. Por ejemplo: Variables como
imp_op_var39_comer_ult1,imp_op_var40_comer_ult3tienen un 99.99% de ceros.Variables como
imp_op_var39_efect_ult3tienen un 99.9974% de ceros. Otras variables tienen una proporción más baja de ceros, comoimp_op_var40_comer_ult1, que tiene un porcentaje de ceros más bajo en comparación con otras variables (99.98%).
missing_data_summary = pd.DataFrame({
'Missing Count': train.isnull().sum(),
'Missing Percentage': (train.isnull().sum() / len(train)) * 100,
'Zero Count': (train == 0).sum(),
'Zero Percentage': (train == 0).sum() / len(train) * 100
}).T
missing_data_table = tabulate(
missing_data_summary,
headers=missing_data_summary.columns,
tablefmt='grid'
)
# Display the table
print(missing_data_table)
+--------------------+------+------------+---------+----------------------+---------------------------+---------------------------+---------------------------+---------------------------+---------------------------+---------------------------+---------------------+---------------------------+---------------------------+---------------------------+---------------------------+---------------------+---------------------------+---------------------------+---------------------+----------------------+--------------+------------+--------------+------------+--------------+------------+--------------+------------+--------------+------------+---------------+-------------+---------------+---------------------+-------------------+---------------------+-------------------+---------------------+-------------------+-------------+---------------+-------------+---------------+-------------+---------------+-------------+-------------+---------------+-------------+---------------+-------------+-----------------+---------------+-----------------+-------------+---------------+-------------+---------------+---------------+-------------+-------------+---------------+-------------+---------------+-------------+---------------+-------------+-----------------+---------------+-------------+---------------+-------------+---------------+-------------+-----------------+---------------+-------------+---------------+---------------+-------------+---------------+-------------+-------------+---------------+-------------+---------------+-------------+--------------+------------+------------+--------------+------------+--------------+------------+--------------+------------+---------------+-------------+---------------+---------------------+-------------------+---------------------+-------------------+---------------------+-------------------+-------------+---------------+-------------+---------------+-------------+---------------+-------------+---------------+-------------+---------------+-------------+---------------+-------------+---------------+-------------+----------------------+----------------------+---------------------+---------------------+----------------------+----------------------+---------------------+---------------------+----------------------+----------------------+---------------------+---------------------+---------------+---------------+-------------+-------------+---------------+-------------+---------------+-------------+---------------+-------------+---------------+-------------+---------------+-------------+---------------+-------------+-------------+----------------------+---------------+-------------+---------------+---------------+-------------+---------------+-------------+-------------+---------------+-------------+---------------+-------------+---------------+-------------+--------------+--------------+--------------+--------------+---------------+---------------------+---------------------+---------------------+---------------+---------------+---------------+---------------+---------------+---------------+---------------+---------------+---------------+---------------+---------------+---------------+---------------+---------------+---------------+---------------+---------------+---------------+---------------+---------------+---------------+---------------+------------+-----------------------------+-----------------------------+-----------------------------+-----------------------------+-----------------------------+------------------------------+-----------------------------+-----------------------------+-----------------------------+--------------------------------+---------------------------------+--------------------------------+---------------------------------+-----------------------------+-----------------------------+-----------------------------+-----------------------------+------------------------------+-----------------------------+-----------------------------+-----------------------------+--------------------------------+---------------------------------+--------------------------------+---------------------------------+-----------------------------+-------------------------+------------------------+-------------------------+------------------------+-------------------------+------------------------+-------------------------+------------------------+-------------------------+------------------------+----------------------+-----------------------+--------------------------+-------------------------+-------------------------+------------------------+-------------------------+------------------------+-------------------------+------------------------+-----------------------+------------------------+----------------------------+---------------------------+-----------------------------+----------------------------+----------------------------+---------------------------+-----------------------------+----------------------------+-------------------------+------------------------+----------------------+-----------------------+------------------+---------------------+---------------------+-----------------+-----------------------+------------------------+------------+-------------------+-----------------+-------------------------+------------------------+-------------------------+------------------------+-------------------------+------------------------+----------------------+-----------------------+--------------------------+-------------------------+----------------------+-------------------+-------------------+------------------+------------------+----------------------+----------------------+-----------------------+-----------------------+------------------------+------------------------------+------------------------------+------------------------------+------------------------+------------------------+------------------------+----------------------------+------------------------+---------------------------+---------------------------+---------------------------+---------------------------+---------------------------+---------------------------+---------------------------+---------------------------+---------------------------+---------------------------+---------------------------+---------------------------+-------------------------+------------------------+-------------------------+------------------------+-------------------------+------------------------+----------------------+-----------------------+------------------------+------------------------+----------------------------+---------------------------+-----------------------------+----------------------------+----------------------------+---------------------------+-----------------------------+----------------------------+-------------------------+------------------------+-------------------+-------------------+------------------+------------------+-------------------+--------------------------+--------------------------+-------------------------+-------------------------+--------------------------+--------------------------+-------------------------+-------------------------+---------------------------+---------------------------+--------------------------+--------------------------+---------------------------------+---------------------------------+--------------------------------+--------------------------------+---------------------------------+---------------------------------+--------------------------------+--------------------------------+---------------------------------+---------------------------------+--------------------------------+--------------------------------+---------------------------+---------------------------+--------------------------+--------------------------+---------------------------+---------------------------+--------------------------+--------------------------+---------------------------+---------------------------+--------------------------+--------------------------+---------------------------+---------------------------+--------------------------+--------------------------+---------+------------+
| | ID | var3 | var15 | imp_ent_var16_ult1 | imp_op_var39_comer_ult1 | imp_op_var39_comer_ult3 | imp_op_var40_comer_ult1 | imp_op_var40_comer_ult3 | imp_op_var40_efect_ult1 | imp_op_var40_efect_ult3 | imp_op_var40_ult1 | imp_op_var41_comer_ult1 | imp_op_var41_comer_ult3 | imp_op_var41_efect_ult1 | imp_op_var41_efect_ult3 | imp_op_var41_ult1 | imp_op_var39_efect_ult1 | imp_op_var39_efect_ult3 | imp_op_var39_ult1 | imp_sal_var16_ult1 | ind_var1_0 | ind_var1 | ind_var2_0 | ind_var2 | ind_var5_0 | ind_var5 | ind_var6_0 | ind_var6 | ind_var8_0 | ind_var8 | ind_var12_0 | ind_var12 | ind_var13_0 | ind_var13_corto_0 | ind_var13_corto | ind_var13_largo_0 | ind_var13_largo | ind_var13_medio_0 | ind_var13_medio | ind_var13 | ind_var14_0 | ind_var14 | ind_var17_0 | ind_var17 | ind_var18_0 | ind_var18 | ind_var19 | ind_var20_0 | ind_var20 | ind_var24_0 | ind_var24 | ind_var25_cte | ind_var26_0 | ind_var26_cte | ind_var26 | ind_var25_0 | ind_var25 | ind_var27_0 | ind_var28_0 | ind_var28 | ind_var27 | ind_var29_0 | ind_var29 | ind_var30_0 | ind_var30 | ind_var31_0 | ind_var31 | ind_var32_cte | ind_var32_0 | ind_var32 | ind_var33_0 | ind_var33 | ind_var34_0 | ind_var34 | ind_var37_cte | ind_var37_0 | ind_var37 | ind_var39_0 | ind_var40_0 | ind_var40 | ind_var41_0 | ind_var41 | ind_var39 | ind_var44_0 | ind_var44 | ind_var46_0 | ind_var46 | num_var1_0 | num_var1 | num_var4 | num_var5_0 | num_var5 | num_var6_0 | num_var6 | num_var8_0 | num_var8 | num_var12_0 | num_var12 | num_var13_0 | num_var13_corto_0 | num_var13_corto | num_var13_largo_0 | num_var13_largo | num_var13_medio_0 | num_var13_medio | num_var13 | num_var14_0 | num_var14 | num_var17_0 | num_var17 | num_var18_0 | num_var18 | num_var20_0 | num_var20 | num_var24_0 | num_var24 | num_var26_0 | num_var26 | num_var25_0 | num_var25 | num_op_var40_hace2 | num_op_var40_hace3 | num_op_var40_ult1 | num_op_var40_ult3 | num_op_var41_hace2 | num_op_var41_hace3 | num_op_var41_ult1 | num_op_var41_ult3 | num_op_var39_hace2 | num_op_var39_hace3 | num_op_var39_ult1 | num_op_var39_ult3 | num_var27_0 | num_var28_0 | num_var28 | num_var27 | num_var29_0 | num_var29 | num_var30_0 | num_var30 | num_var31_0 | num_var31 | num_var32_0 | num_var32 | num_var33_0 | num_var33 | num_var34_0 | num_var34 | num_var35 | num_var37_med_ult2 | num_var37_0 | num_var37 | num_var39_0 | num_var40_0 | num_var40 | num_var41_0 | num_var41 | num_var39 | num_var42_0 | num_var42 | num_var44_0 | num_var44 | num_var46_0 | num_var46 | saldo_var1 | saldo_var5 | saldo_var6 | saldo_var8 | saldo_var12 | saldo_var13_corto | saldo_var13_largo | saldo_var13_medio | saldo_var13 | saldo_var14 | saldo_var17 | saldo_var18 | saldo_var20 | saldo_var24 | saldo_var26 | saldo_var25 | saldo_var28 | saldo_var27 | saldo_var29 | saldo_var30 | saldo_var31 | saldo_var32 | saldo_var33 | saldo_var34 | saldo_var37 | saldo_var40 | saldo_var41 | saldo_var42 | saldo_var44 | saldo_var46 | var36 | delta_imp_amort_var18_1y3 | delta_imp_amort_var34_1y3 | delta_imp_aport_var13_1y3 | delta_imp_aport_var17_1y3 | delta_imp_aport_var33_1y3 | delta_imp_compra_var44_1y3 | delta_imp_reemb_var13_1y3 | delta_imp_reemb_var17_1y3 | delta_imp_reemb_var33_1y3 | delta_imp_trasp_var17_in_1y3 | delta_imp_trasp_var17_out_1y3 | delta_imp_trasp_var33_in_1y3 | delta_imp_trasp_var33_out_1y3 | delta_imp_venta_var44_1y3 | delta_num_aport_var13_1y3 | delta_num_aport_var17_1y3 | delta_num_aport_var33_1y3 | delta_num_compra_var44_1y3 | delta_num_reemb_var13_1y3 | delta_num_reemb_var17_1y3 | delta_num_reemb_var33_1y3 | delta_num_trasp_var17_in_1y3 | delta_num_trasp_var17_out_1y3 | delta_num_trasp_var33_in_1y3 | delta_num_trasp_var33_out_1y3 | delta_num_venta_var44_1y3 | imp_amort_var18_hace3 | imp_amort_var18_ult1 | imp_amort_var34_hace3 | imp_amort_var34_ult1 | imp_aport_var13_hace3 | imp_aport_var13_ult1 | imp_aport_var17_hace3 | imp_aport_var17_ult1 | imp_aport_var33_hace3 | imp_aport_var33_ult1 | imp_var7_emit_ult1 | imp_var7_recib_ult1 | imp_compra_var44_hace3 | imp_compra_var44_ult1 | imp_reemb_var13_hace3 | imp_reemb_var13_ult1 | imp_reemb_var17_hace3 | imp_reemb_var17_ult1 | imp_reemb_var33_hace3 | imp_reemb_var33_ult1 | imp_var43_emit_ult1 | imp_trans_var37_ult1 | imp_trasp_var17_in_hace3 | imp_trasp_var17_in_ult1 | imp_trasp_var17_out_hace3 | imp_trasp_var17_out_ult1 | imp_trasp_var33_in_hace3 | imp_trasp_var33_in_ult1 | imp_trasp_var33_out_hace3 | imp_trasp_var33_out_ult1 | imp_venta_var44_hace3 | imp_venta_var44_ult1 | ind_var7_emit_ult1 | ind_var7_recib_ult1 | ind_var10_ult1 | ind_var10cte_ult1 | ind_var9_cte_ult1 | ind_var9_ult1 | ind_var43_emit_ult1 | ind_var43_recib_ult1 | var21 | num_var2_0_ult1 | num_var2_ult1 | num_aport_var13_hace3 | num_aport_var13_ult1 | num_aport_var17_hace3 | num_aport_var17_ult1 | num_aport_var33_hace3 | num_aport_var33_ult1 | num_var7_emit_ult1 | num_var7_recib_ult1 | num_compra_var44_hace3 | num_compra_var44_ult1 | num_ent_var16_ult1 | num_var22_hace2 | num_var22_hace3 | num_var22_ult1 | num_var22_ult3 | num_med_var22_ult3 | num_med_var45_ult3 | num_meses_var5_ult3 | num_meses_var8_ult3 | num_meses_var12_ult3 | num_meses_var13_corto_ult3 | num_meses_var13_largo_ult3 | num_meses_var13_medio_ult3 | num_meses_var17_ult3 | num_meses_var29_ult3 | num_meses_var33_ult3 | num_meses_var39_vig_ult3 | num_meses_var44_ult3 | num_op_var39_comer_ult1 | num_op_var39_comer_ult3 | num_op_var40_comer_ult1 | num_op_var40_comer_ult3 | num_op_var40_efect_ult1 | num_op_var40_efect_ult3 | num_op_var41_comer_ult1 | num_op_var41_comer_ult3 | num_op_var41_efect_ult1 | num_op_var41_efect_ult3 | num_op_var39_efect_ult1 | num_op_var39_efect_ult3 | num_reemb_var13_hace3 | num_reemb_var13_ult1 | num_reemb_var17_hace3 | num_reemb_var17_ult1 | num_reemb_var33_hace3 | num_reemb_var33_ult1 | num_sal_var16_ult1 | num_var43_emit_ult1 | num_var43_recib_ult1 | num_trasp_var11_ult1 | num_trasp_var17_in_hace3 | num_trasp_var17_in_ult1 | num_trasp_var17_out_hace3 | num_trasp_var17_out_ult1 | num_trasp_var33_in_hace3 | num_trasp_var33_in_ult1 | num_trasp_var33_out_hace3 | num_trasp_var33_out_ult1 | num_venta_var44_hace3 | num_venta_var44_ult1 | num_var45_hace2 | num_var45_hace3 | num_var45_ult1 | num_var45_ult3 | saldo_var2_ult1 | saldo_medio_var5_hace2 | saldo_medio_var5_hace3 | saldo_medio_var5_ult1 | saldo_medio_var5_ult3 | saldo_medio_var8_hace2 | saldo_medio_var8_hace3 | saldo_medio_var8_ult1 | saldo_medio_var8_ult3 | saldo_medio_var12_hace2 | saldo_medio_var12_hace3 | saldo_medio_var12_ult1 | saldo_medio_var12_ult3 | saldo_medio_var13_corto_hace2 | saldo_medio_var13_corto_hace3 | saldo_medio_var13_corto_ult1 | saldo_medio_var13_corto_ult3 | saldo_medio_var13_largo_hace2 | saldo_medio_var13_largo_hace3 | saldo_medio_var13_largo_ult1 | saldo_medio_var13_largo_ult3 | saldo_medio_var13_medio_hace2 | saldo_medio_var13_medio_hace3 | saldo_medio_var13_medio_ult1 | saldo_medio_var13_medio_ult3 | saldo_medio_var17_hace2 | saldo_medio_var17_hace3 | saldo_medio_var17_ult1 | saldo_medio_var17_ult3 | saldo_medio_var29_hace2 | saldo_medio_var29_hace3 | saldo_medio_var29_ult1 | saldo_medio_var29_ult3 | saldo_medio_var33_hace2 | saldo_medio_var33_hace3 | saldo_medio_var33_ult1 | saldo_medio_var33_ult3 | saldo_medio_var44_hace2 | saldo_medio_var44_hace3 | saldo_medio_var44_ult1 | saldo_medio_var44_ult3 | var38 | TARGET |
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| Missing Count | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 |
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| Missing Percentage | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 |
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| Zero Count | 0 | 75 | 0 | 72301 | 66075 | 64330 | 75725 | 75672 | 75982 | 75975 | 75791 | 66226 | 64480 | 69336 | 67372 | 64388 | 69325 | 67360 | 64271 | 75924 | 75149 | 75734 | 76020 | 76020 | 3191 | 25561 | 76012 | 76018 | 73524 | 73846 | 70887 | 72564 | 72048 | 72756 | 72867 | 75247 | 75260 | 76018 | 76018 | 72154 | 74222 | 75617 | 75883 | 75910 | 76018 | 76018 | 75701 | 75744 | 75815 | 72799 | 73140 | 74011 | 74147 | 73925 | 74147 | 74223 | 74223 | 76020 | 76020 | 76020 | 76020 | 76012 | 76018 | 343 | 20310 | 75695 | 75741 | 75928 | 75938 | 75938 | 75963 | 75972 | 76018 | 76018 | 70524 | 71059 | 71059 | 9065 | 75152 | 75737 | 9177 | 76020 | 75737 | 75877 | 75891 | 76020 | 76020 | 75149 | 75734 | 19528 | 3191 | 25561 | 76012 | 76018 | 73524 | 73846 | 70887 | 72564 | 72048 | 72756 | 72867 | 75247 | 75260 | 76018 | 76018 | 72154 | 74222 | 75617 | 75883 | 75910 | 76018 | 76018 | 75744 | 75815 | 72799 | 73140 | 74147 | 74147 | 74223 | 74223 | 75918 | 76013 | 75791 | 75772 | 67679 | 75044 | 64388 | 62355 | 67609 | 75037 | 64271 | 62244 | 76020 | 76020 | 76020 | 76020 | 76012 | 76018 | 343 | 20310 | 75695 | 75741 | 75938 | 75938 | 75963 | 75972 | 76018 | 76018 | 19528 | 72452 | 71059 | 71059 | 9065 | 75152 | 75737 | 9177 | 76020 | 75737 | 436 | 21908 | 75877 | 75891 | 76020 | 76020 | 75734 | 25561 | 76018 | 73846 | 72564 | 72867 | 75260 | 76018 | 72154 | 75617 | 75910 | 76018 | 75815 | 73140 | 74147 | 74223 | 76020 | 76020 | 76018 | 20310 | 75741 | 75938 | 75972 | 76018 | 71059 | 75737 | 76020 | 21786 | 75891 | 76020 | 411 | 76018 | 76018 | 73948 | 75960 | 75996 | 75918 | 75982 | 75999 | 76019 | 76014 | 76016 | 76009 | 76019 | 75975 | 73970 | 75961 | 76001 | 75923 | 75982 | 75999 | 76019 | 76014 | 76016 | 76009 | 76019 | 75975 | 76020 | 76018 | 76020 | 76018 | 74314 | 75619 | 75998 | 75976 | 75997 | 76013 | 76017 | 75815 | 75988 | 75936 | 76020 | 75982 | 76019 | 76000 | 76020 | 76019 | 70958 | 66190 | 76018 | 76016 | 76020 | 76016 | 76014 | 76015 | 76020 | 76019 | 76017 | 75976 | 76017 | 75815 | 69872 | 69014 | 68656 | 69489 | 70958 | 66190 | 75152 | 76020 | 76020 | 74314 | 75619 | 75998 | 75976 | 75997 | 76013 | 76017 | 75815 | 75988 | 75936 | 72301 | 60541 | 61880 | 67953 | 49954 | 64766 | 51408 | 20546 | 73805 | 72537 | 72760 | 75477 | 76018 | 75897 | 76015 | 75972 | 10164 | 75877 | 66075 | 64330 | 75725 | 75672 | 75982 | 75975 | 66226 | 64480 | 69336 | 67372 | 69325 | 67360 | 76020 | 75982 | 76019 | 76000 | 76020 | 76019 | 75924 | 70958 | 66190 | 74384 | 76018 | 76016 | 76020 | 76016 | 76014 | 76015 | 76020 | 76019 | 76017 | 75976 | 48881 | 50663 | 54392 | 38356 | 76020 | 23241 | 29637 | 24664 | 24664 | 74628 | 75536 | 73821 | 73821 | 73024 | 74734 | 72544 | 72544 | 73047 | 74657 | 72836 | 72836 | 75532 | 75722 | 75483 | 75483 | 76018 | 76020 | 76018 | 76018 | 75930 | 76003 | 75902 | 75902 | 76016 | 76019 | 76017 | 76017 | 75977 | 75996 | 75972 | 75972 | 75921 | 75988 | 75879 | 75879 | 0 | 73012 |
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-----------------------+------------------+---------------------+---------------------+-----------------+-----------------------+------------------------+------------+-------------------+-----------------+-------------------------+------------------------+-------------------------+------------------------+-------------------------+------------------------+----------------------+-----------------------+--------------------------+-------------------------+----------------------+-------------------+-------------------+------------------+------------------+----------------------+----------------------+-----------------------+-----------------------+------------------------+------------------------------+------------------------------+------------------------------+------------------------+------------------------+------------------------+----------------------------+------------------------+---------------------------+---------------------------+---------------------------+---------------------------+---------------------------+---------------------------+---------------------------+---------------------------+---------------------------+---------------------------+---------------------------+---------------------------+-------------------------+------------------------+-------------------------+------------------------+-------------------------+------------------------+----------------------+-----------------------+------------------------+------------------------+----------------------------+---------------------------+-----------------------------+----------------------------+----------------------------+---------------------------+-----------------------------+----------------------------+-------------------------+------------------------+-------------------+-------------------+------------------+------------------+-------------------+--------------------------+--------------------------+-------------------------+-------------------------+--------------------------+--------------------------+-------------------------+-------------------------+---------------------------+---------------------------+--------------------------+--------------------------+---------------------------------+---------------------------------+--------------------------------+--------------------------------+---------------------------------+---------------------------------+--------------------------------+--------------------------------+---------------------------------+---------------------------------+--------------------------------+--------------------------------+---------------------------+---------------------------+--------------------------+--------------------------+---------------------------+---------------------------+--------------------------+--------------------------+---------------------------+---------------------------+--------------------------+--------------------------+---------------------------+---------------------------+--------------------------+--------------------------+---------+------------+
| Zero Percentage | 0 | 0.0986582 | 0 | 95.1079 | 86.9179 | 84.6225 | 99.6119 | 99.5422 | 99.95 | 99.9408 | 99.6988 | 87.1165 | 84.8198 | 91.2076 | 88.624 | 84.6988 | 91.1931 | 88.6083 | 84.5449 | 99.8737 | 98.8542 | 99.6238 | 100 | 100 | 4.19758 | 33.624 | 99.9895 | 99.9974 | 96.7167 | 97.1402 | 93.2478 | 95.4538 | 94.7751 | 95.7064 | 95.8524 | 98.9832 | 99.0003 | 99.9974 | 99.9974 | 94.9145 | 97.6348 | 99.4699 | 99.8198 | 99.8553 | 99.9974 | 99.9974 | 99.5804 | 99.6369 | 99.7303 | 95.763 | 96.2115 | 97.3573 | 97.5362 | 97.2441 | 97.5362 | 97.6361 | 97.6361 | 100 | 100 | 100 | 100 | 99.9895 | 99.9974 | 0.451197 | 26.7167 | 99.5725 | 99.633 | 99.879 | 99.8921 | 99.8921 | 99.925 | 99.9369 | 99.9974 | 99.9974 | 92.7703 | 93.4741 | 93.4741 | 11.9245 | 98.8582 | 99.6277 | 12.0718 | 100 | 99.6277 | 99.8119 | 99.8303 | 100 | 100 | 98.8542 | 99.6238 | 25.688 | 4.19758 | 33.624 | 99.9895 | 99.9974 | 96.7167 | 97.1402 | 93.2478 | 95.4538 | 94.7751 | 95.7064 | 95.8524 | 98.9832 | 99.0003 | 99.9974 | 99.9974 | 94.9145 | 97.6348 | 99.4699 | 99.8198 | 99.8553 | 99.9974 | 99.9974 | 99.6369 | 99.7303 | 95.763 | 96.2115 | 97.5362 | 97.5362 | 97.6361 | 97.6361 | 99.8658 | 99.9908 | 99.6988 | 99.6738 | 89.0279 | 98.7161 | 84.6988 | 82.0245 | 88.9358 | 98.7069 | 84.5449 | 81.8785 | 100 | 100 | 100 | 100 | 99.9895 | 99.9974 | 0.451197 | 26.7167 | 99.5725 | 99.633 | 99.8921 | 99.8921 | 99.925 | 99.9369 | 99.9974 | 99.9974 | 25.688 | 95.3065 | 93.4741 | 93.4741 | 11.9245 | 98.8582 | 99.6277 | 12.0718 | 100 | 99.6277 | 0.573533 | 28.8187 | 99.8119 | 99.8303 | 100 | 100 | 99.6238 | 33.624 | 99.9974 | 97.1402 | 95.4538 | 95.8524 | 99.0003 | 99.9974 | 94.9145 | 99.4699 | 99.8553 | 99.9974 | 99.7303 | 96.2115 | 97.5362 | 97.6361 | 100 | 100 | 99.9974 | 26.7167 | 99.633 | 99.8921 | 99.9369 | 99.9974 | 93.4741 | 99.6277 | 100 | 28.6582 | 99.8303 | 100 | 0.540647 | 99.9974 | 99.9974 | 97.2744 | 99.9211 | 99.9684 | 99.8658 | 99.95 | 99.9724 | 99.9987 | 99.9921 | 99.9947 | 99.9855 | 99.9987 | 99.9408 | 97.3033 | 99.9224 | 99.975 | 99.8724 | 99.95 | 99.9724 | 99.9987 | 99.9921 | 99.9947 | 99.9855 | 99.9987 | 99.9408 | 100 | 99.9974 | 100 | 99.9974 | 97.7559 | 99.4725 | 99.9711 | 99.9421 | 99.9697 | 99.9908 | 99.9961 | 99.7303 | 99.9579 | 99.8895 | 100 | 99.95 | 99.9987 | 99.9737 | 100 | 99.9987 | 93.3412 | 87.0692 | 99.9974 | 99.9947 | 100 | 99.9947 | 99.9921 | 99.9934 | 100 | 99.9987 | 99.9961 | 99.9421 | 99.9961 | 99.7303 | 91.9127 | 90.784 | 90.3131 | 91.4088 | 93.3412 | 87.0692 | 98.8582 | 100 | 100 | 97.7559 | 99.4725 | 99.9711 | 99.9421 | 99.9697 | 99.9908 | 99.9961 | 99.7303 | 99.9579 | 99.8895 | 95.1079 | 79.6383 | 81.3996 | 89.3883 | 65.7117 | 85.196 | 67.6243 | 27.0271 | 97.0863 | 95.4183 | 95.7117 | 99.2857 | 99.9974 | 99.8382 | 99.9934 | 99.9369 | 13.3702 | 99.8119 | 86.9179 | 84.6225 | 99.6119 | 99.5422 | 99.95 | 99.9408 | 87.1165 | 84.8198 | 91.2076 | 88.624 | 91.1931 | 88.6083 | 100 | 99.95 | 99.9987 | 99.9737 | 100 | 99.9987 | 99.8737 | 93.3412 | 87.0692 | 97.8479 | 99.9974 | 99.9947 | 100 | 99.9947 | 99.9921 | 99.9934 | 100 | 99.9987 | 99.9961 | 99.9421 | 64.3002 | 66.6443 | 71.5496 | 50.4551 | 100 | 30.5722 | 38.9858 | 32.4441 | 32.4441 | 98.1689 | 99.3633 | 97.1073 | 97.1073 | 96.0589 | 98.3083 | 95.4275 | 95.4275 | 96.0892 | 98.2071 | 95.8116 | 95.8116 | 99.3581 | 99.608 | 99.2936 | 99.2936 | 99.9974 | 100 | 99.9974 | 99.9974 | 99.8816 | 99.9776 | 99.8448 | 99.8448 | 99.9947 | 99.9987 | 99.9961 | 99.9961 | 99.9434 | 99.9684 | 99.9369 | 99.9369 | 99.8698 | 99.9579 | 99.8145 | 99.8145 | 0 | 96.0431 |
+--------------------+------+------------+---------+----------------------+---------------------------+---------------------------+---------------------------+---------------------------+---------------------------+---------------------------+---------------------+---------------------------+---------------------------+---------------------------+---------------------------+---------------------+---------------------------+---------------------------+---------------------+----------------------+--------------+------------+--------------+------------+--------------+------------+--------------+------------+--------------+------------+---------------+-------------+---------------+---------------------+-------------------+---------------------+-------------------+---------------------+-------------------+-------------+---------------+-------------+---------------+-------------+---------------+-------------+-------------+---------------+-------------+---------------+-------------+-----------------+---------------+-----------------+-------------+---------------+-------------+---------------+---------------+-------------+-------------+---------------+-------------+---------------+-------------+---------------+-------------+-----------------+---------------+-------------+---------------+-------------+---------------+-------------+-----------------+---------------+-------------+---------------+---------------+-------------+---------------+-------------+-------------+---------------+-------------+---------------+-------------+--------------+------------+------------+--------------+------------+--------------+------------+--------------+------------+---------------+-------------+---------------+---------------------+-------------------+---------------------+-------------------+---------------------+-------------------+-------------+---------------+-------------+---------------+-------------+---------------+-------------+---------------+-------------+---------------+-------------+---------------+-------------+---------------+-------------+----------------------+----------------------+---------------------+---------------------+----------------------+----------------------+---------------------+---------------------+----------------------+----------------------+---------------------+---------------------+---------------+---------------+-------------+-------------+---------------+-------------+---------------+-------------+---------------+-------------+---------------+-------------+---------------+-------------+---------------+-------------+-------------+----------------------+---------------+-------------+---------------+---------------+-------------+---------------+-------------+-------------+---------------+-------------+---------------+-------------+---------------+-------------+--------------+--------------+--------------+--------------+---------------+---------------------+---------------------+---------------------+---------------+---------------+---------------+---------------+---------------+---------------+---------------+---------------+---------------+---------------+---------------+---------------+---------------+---------------+---------------+---------------+---------------+---------------+---------------+---------------+---------------+---------------+------------+-----------------------------+-----------------------------+-----------------------------+-----------------------------+-----------------------------+------------------------------+-----------------------------+-----------------------------+-----------------------------+--------------------------------+---------------------------------+--------------------------------+---------------------------------+-----------------------------+-----------------------------+-----------------------------+-----------------------------+------------------------------+-----------------------------+-----------------------------+-----------------------------+--------------------------------+---------------------------------+--------------------------------+---------------------------------+-----------------------------+-------------------------+------------------------+-------------------------+------------------------+-------------------------+------------------------+-------------------------+------------------------+-------------------------+------------------------+----------------------+-----------------------+--------------------------+-------------------------+-------------------------+------------------------+-------------------------+------------------------+-------------------------+------------------------+-----------------------+------------------------+----------------------------+---------------------------+-----------------------------+----------------------------+----------------------------+---------------------------+-----------------------------+----------------------------+-------------------------+------------------------+----------------------+-----------------------+------------------+---------------------+---------------------+-----------------+-----------------------+------------------------+------------+-------------------+-----------------+-------------------------+------------------------+-------------------------+------------------------+-------------------------+------------------------+----------------------+-----------------------+--------------------------+-------------------------+----------------------+-------------------+-------------------+------------------+------------------+----------------------+----------------------+-----------------------+-----------------------+------------------------+------------------------------+------------------------------+------------------------------+------------------------+------------------------+------------------------+----------------------------+------------------------+---------------------------+---------------------------+---------------------------+---------------------------+---------------------------+---------------------------+---------------------------+---------------------------+---------------------------+---------------------------+---------------------------+---------------------------+-------------------------+------------------------+-------------------------+------------------------+-------------------------+------------------------+----------------------+-----------------------+------------------------+------------------------+----------------------------+---------------------------+-----------------------------+----------------------------+----------------------------+---------------------------+-----------------------------+----------------------------+-------------------------+------------------------+-------------------+-------------------+------------------+------------------+-------------------+--------------------------+--------------------------+-------------------------+-------------------------+--------------------------+--------------------------+-------------------------+-------------------------+---------------------------+---------------------------+--------------------------+--------------------------+---------------------------------+---------------------------------+--------------------------------+--------------------------------+---------------------------------+---------------------------------+--------------------------------+--------------------------------+---------------------------------+---------------------------------+--------------------------------+--------------------------------+---------------------------+---------------------------+--------------------------+--------------------------+---------------------------+---------------------------+--------------------------+--------------------------+---------------------------+---------------------------+--------------------------+--------------------------+---------------------------+---------------------------+--------------------------+--------------------------+---------+------------+
Ninguna de las variables del conjunto de datos posee observaciones o datos faltantes, por lo que la matriz de datos faltantes indica que ninguna de las variable tiene observaciones faltantes.
missing_percentage = train.isnull().mean() * 100
missing_data_df = pd.DataFrame({
'Missing Percentage': missing_percentage
})
chunk_size = 50
columns = missing_data_df.index.tolist()
chunks = [columns[i:i + chunk_size] for i in range(0, len(columns), chunk_size)]
for i, chunk in enumerate(chunks):
plt.figure(figsize=(20, 8))
sns.heatmap(missing_data_df.loc[chunk].T, annot=False, fmt=".2f", cmap="YlGnBu", cbar_kws={'label': 'Missing Percentage'})
plt.title(f"Missing Data Heatmap (Chunk {i + 1})")
plt.xlabel("Columns")
plt.ylabel("Dataset")
plt.xticks(rotation=90) # Rotate x-axis labels for better visibility
plt.tight_layout()
plt.show()
Verificamos tipos de variables#
Teniendo en cuenta a alta cantidad y proporción de datos en cero de las variables, se podría considerar esas variables como categóricas codificadas como enteras, procedemos a verificar si las variables enteras pueden ser potenciales variables categóricas.
En este caso, algunas variables como ind_var1, ind_var2, ind_var5, num_var1_0, entre otras, probablemente se comportan como variables categóricas debido a la presencia de un número limitado de valores distintos, que pueden indicar categorías como “presente” o “ausente” (por ejemplo, 0 o 1).
Por otro lado, las variables que contienen una distribución más continua o una variedad más amplia de valores, como algunas de las que están relacionadas con valores monetarios, transacciones o variables de tipo númerico flotante, como imp_op_var39_comer_ult1 o imp_op_var40_comer_ult1, no parecen ser categóricas.
integer_columns = train.select_dtypes(include=['int'])
categorical_check = pd.DataFrame({
'Variable': integer_columns.columns,
'Data Type': integer_columns.dtypes,
'Unique Values': integer_columns.nunique(),
'Total Rows': len(train),
'Is Potentially Categorical': integer_columns.apply(lambda col: col.nunique() < 0.05 * len(train))
})
from tabulate import tabulate
result_table = tabulate(
categorical_check,
headers=['Variable', 'Data Type', 'Unique Values', 'Total Rows', 'Is Potentially Categorical'],
tablefmt='grid'
)
print(result_table)
+-------------------------------+-------------------------------+-------------+-----------------+--------------+------------------------------+
| | Variable | Data Type | Unique Values | Total Rows | Is Potentially Categorical |
+===============================+===============================+=============+=================+==============+==============================+
| ID | ID | int64 | 76020 | 76020 | False |
+-------------------------------+-------------------------------+-------------+-----------------+--------------+------------------------------+
| var3 | var3 | int64 | 208 | 76020 | True |
+-------------------------------+-------------------------------+-------------+-----------------+--------------+------------------------------+
| var15 | var15 | int64 | 100 | 76020 | True |
+-------------------------------+-------------------------------+-------------+-----------------+--------------+------------------------------+
| ind_var1_0 | ind_var1_0 | int64 | 2 | 76020 | True |
+-------------------------------+-------------------------------+-------------+-----------------+--------------+------------------------------+
| ind_var1 | ind_var1 | int64 | 2 | 76020 | True |
+-------------------------------+-------------------------------+-------------+-----------------+--------------+------------------------------+
| ind_var2_0 | ind_var2_0 | int64 | 1 | 76020 | True |
+-------------------------------+-------------------------------+-------------+-----------------+--------------+------------------------------+
| ind_var2 | ind_var2 | int64 | 1 | 76020 | True |
+-------------------------------+-------------------------------+-------------+-----------------+--------------+------------------------------+
| ind_var5_0 | ind_var5_0 | int64 | 2 | 76020 | True |
+-------------------------------+-------------------------------+-------------+-----------------+--------------+------------------------------+
| ind_var5 | ind_var5 | int64 | 2 | 76020 | True |
+-------------------------------+-------------------------------+-------------+-----------------+--------------+------------------------------+
| ind_var6_0 | ind_var6_0 | int64 | 2 | 76020 | True |
+-------------------------------+-------------------------------+-------------+-----------------+--------------+------------------------------+
| ind_var6 | ind_var6 | int64 | 2 | 76020 | True |
+-------------------------------+-------------------------------+-------------+-----------------+--------------+------------------------------+
| ind_var8_0 | ind_var8_0 | int64 | 2 | 76020 | True |
+-------------------------------+-------------------------------+-------------+-----------------+--------------+------------------------------+
| ind_var8 | ind_var8 | int64 | 2 | 76020 | True |
+-------------------------------+-------------------------------+-------------+-----------------+--------------+------------------------------+
| ind_var12_0 | ind_var12_0 | int64 | 2 | 76020 | True |
+-------------------------------+-------------------------------+-------------+-----------------+--------------+------------------------------+
| ind_var12 | ind_var12 | int64 | 2 | 76020 | True |
+-------------------------------+-------------------------------+-------------+-----------------+--------------+------------------------------+
| ind_var13_0 | ind_var13_0 | int64 | 2 | 76020 | True |
+-------------------------------+-------------------------------+-------------+-----------------+--------------+------------------------------+
| ind_var13_corto_0 | ind_var13_corto_0 | int64 | 2 | 76020 | True |
+-------------------------------+-------------------------------+-------------+-----------------+--------------+------------------------------+
| ind_var13_corto | ind_var13_corto | int64 | 2 | 76020 | True |
+-------------------------------+-------------------------------+-------------+-----------------+--------------+------------------------------+
| ind_var13_largo_0 | ind_var13_largo_0 | int64 | 2 | 76020 | True |
+-------------------------------+-------------------------------+-------------+-----------------+--------------+------------------------------+
| ind_var13_largo | ind_var13_largo | int64 | 2 | 76020 | True |
+-------------------------------+-------------------------------+-------------+-----------------+--------------+------------------------------+
| ind_var13_medio_0 | ind_var13_medio_0 | int64 | 2 | 76020 | True |
+-------------------------------+-------------------------------+-------------+-----------------+--------------+------------------------------+
| ind_var13_medio | ind_var13_medio | int64 | 2 | 76020 | True |
+-------------------------------+-------------------------------+-------------+-----------------+--------------+------------------------------+
| ind_var13 | ind_var13 | int64 | 2 | 76020 | True |
+-------------------------------+-------------------------------+-------------+-----------------+--------------+------------------------------+
| ind_var14_0 | ind_var14_0 | int64 | 2 | 76020 | True |
+-------------------------------+-------------------------------+-------------+-----------------+--------------+------------------------------+
| ind_var14 | ind_var14 | int64 | 2 | 76020 | True |
+-------------------------------+-------------------------------+-------------+-----------------+--------------+------------------------------+
| ind_var17_0 | ind_var17_0 | int64 | 2 | 76020 | True |
+-------------------------------+-------------------------------+-------------+-----------------+--------------+------------------------------+
| ind_var17 | ind_var17 | int64 | 2 | 76020 | True |
+-------------------------------+-------------------------------+-------------+-----------------+--------------+------------------------------+
| ind_var18_0 | ind_var18_0 | int64 | 2 | 76020 | True |
+-------------------------------+-------------------------------+-------------+-----------------+--------------+------------------------------+
| ind_var18 | ind_var18 | int64 | 2 | 76020 | True |
+-------------------------------+-------------------------------+-------------+-----------------+--------------+------------------------------+
| ind_var19 | ind_var19 | int64 | 2 | 76020 | True |
+-------------------------------+-------------------------------+-------------+-----------------+--------------+------------------------------+
| ind_var20_0 | ind_var20_0 | int64 | 2 | 76020 | True |
+-------------------------------+-------------------------------+-------------+-----------------+--------------+------------------------------+
| ind_var20 | ind_var20 | int64 | 2 | 76020 | True |
+-------------------------------+-------------------------------+-------------+-----------------+--------------+------------------------------+
| ind_var24_0 | ind_var24_0 | int64 | 2 | 76020 | True |
+-------------------------------+-------------------------------+-------------+-----------------+--------------+------------------------------+
| ind_var24 | ind_var24 | int64 | 2 | 76020 | True |
+-------------------------------+-------------------------------+-------------+-----------------+--------------+------------------------------+
| ind_var25_cte | ind_var25_cte | int64 | 2 | 76020 | True |
+-------------------------------+-------------------------------+-------------+-----------------+--------------+------------------------------+
| ind_var26_0 | ind_var26_0 | int64 | 2 | 76020 | True |
+-------------------------------+-------------------------------+-------------+-----------------+--------------+------------------------------+
| ind_var26_cte | ind_var26_cte | int64 | 2 | 76020 | True |
+-------------------------------+-------------------------------+-------------+-----------------+--------------+------------------------------+
| ind_var26 | ind_var26 | int64 | 2 | 76020 | True |
+-------------------------------+-------------------------------+-------------+-----------------+--------------+------------------------------+
| ind_var25_0 | ind_var25_0 | int64 | 2 | 76020 | True |
+-------------------------------+-------------------------------+-------------+-----------------+--------------+------------------------------+
| ind_var25 | ind_var25 | int64 | 2 | 76020 | True |
+-------------------------------+-------------------------------+-------------+-----------------+--------------+------------------------------+
| ind_var27_0 | ind_var27_0 | int64 | 1 | 76020 | True |
+-------------------------------+-------------------------------+-------------+-----------------+--------------+------------------------------+
| ind_var28_0 | ind_var28_0 | int64 | 1 | 76020 | True |
+-------------------------------+-------------------------------+-------------+-----------------+--------------+------------------------------+
| ind_var28 | ind_var28 | int64 | 1 | 76020 | True |
+-------------------------------+-------------------------------+-------------+-----------------+--------------+------------------------------+
| ind_var27 | ind_var27 | int64 | 1 | 76020 | True |
+-------------------------------+-------------------------------+-------------+-----------------+--------------+------------------------------+
| ind_var29_0 | ind_var29_0 | int64 | 2 | 76020 | True |
+-------------------------------+-------------------------------+-------------+-----------------+--------------+------------------------------+
| ind_var29 | ind_var29 | int64 | 2 | 76020 | True |
+-------------------------------+-------------------------------+-------------+-----------------+--------------+------------------------------+
| ind_var30_0 | ind_var30_0 | int64 | 2 | 76020 | True |
+-------------------------------+-------------------------------+-------------+-----------------+--------------+------------------------------+
| ind_var30 | ind_var30 | int64 | 2 | 76020 | True |
+-------------------------------+-------------------------------+-------------+-----------------+--------------+------------------------------+
| ind_var31_0 | ind_var31_0 | int64 | 2 | 76020 | True |
+-------------------------------+-------------------------------+-------------+-----------------+--------------+------------------------------+
| ind_var31 | ind_var31 | int64 | 2 | 76020 | True |
+-------------------------------+-------------------------------+-------------+-----------------+--------------+------------------------------+
| ind_var32_cte | ind_var32_cte | int64 | 2 | 76020 | True |
+-------------------------------+-------------------------------+-------------+-----------------+--------------+------------------------------+
| ind_var32_0 | ind_var32_0 | int64 | 2 | 76020 | True |
+-------------------------------+-------------------------------+-------------+-----------------+--------------+------------------------------+
| ind_var32 | ind_var32 | int64 | 2 | 76020 | True |
+-------------------------------+-------------------------------+-------------+-----------------+--------------+------------------------------+
| ind_var33_0 | ind_var33_0 | int64 | 2 | 76020 | True |
+-------------------------------+-------------------------------+-------------+-----------------+--------------+------------------------------+
| ind_var33 | ind_var33 | int64 | 2 | 76020 | True |
+-------------------------------+-------------------------------+-------------+-----------------+--------------+------------------------------+
| ind_var34_0 | ind_var34_0 | int64 | 2 | 76020 | True |
+-------------------------------+-------------------------------+-------------+-----------------+--------------+------------------------------+
| ind_var34 | ind_var34 | int64 | 2 | 76020 | True |
+-------------------------------+-------------------------------+-------------+-----------------+--------------+------------------------------+
| ind_var37_cte | ind_var37_cte | int64 | 2 | 76020 | True |
+-------------------------------+-------------------------------+-------------+-----------------+--------------+------------------------------+
| ind_var37_0 | ind_var37_0 | int64 | 2 | 76020 | True |
+-------------------------------+-------------------------------+-------------+-----------------+--------------+------------------------------+
| ind_var37 | ind_var37 | int64 | 2 | 76020 | True |
+-------------------------------+-------------------------------+-------------+-----------------+--------------+------------------------------+
| ind_var39_0 | ind_var39_0 | int64 | 2 | 76020 | True |
+-------------------------------+-------------------------------+-------------+-----------------+--------------+------------------------------+
| ind_var40_0 | ind_var40_0 | int64 | 2 | 76020 | True |
+-------------------------------+-------------------------------+-------------+-----------------+--------------+------------------------------+
| ind_var40 | ind_var40 | int64 | 2 | 76020 | True |
+-------------------------------+-------------------------------+-------------+-----------------+--------------+------------------------------+
| ind_var41_0 | ind_var41_0 | int64 | 2 | 76020 | True |
+-------------------------------+-------------------------------+-------------+-----------------+--------------+------------------------------+
| ind_var41 | ind_var41 | int64 | 1 | 76020 | True |
+-------------------------------+-------------------------------+-------------+-----------------+--------------+------------------------------+
| ind_var39 | ind_var39 | int64 | 2 | 76020 | True |
+-------------------------------+-------------------------------+-------------+-----------------+--------------+------------------------------+
| ind_var44_0 | ind_var44_0 | int64 | 2 | 76020 | True |
+-------------------------------+-------------------------------+-------------+-----------------+--------------+------------------------------+
| ind_var44 | ind_var44 | int64 | 2 | 76020 | True |
+-------------------------------+-------------------------------+-------------+-----------------+--------------+------------------------------+
| ind_var46_0 | ind_var46_0 | int64 | 1 | 76020 | True |
+-------------------------------+-------------------------------+-------------+-----------------+--------------+------------------------------+
| ind_var46 | ind_var46 | int64 | 1 | 76020 | True |
+-------------------------------+-------------------------------+-------------+-----------------+--------------+------------------------------+
| num_var1_0 | num_var1_0 | int64 | 3 | 76020 | True |
+-------------------------------+-------------------------------+-------------+-----------------+--------------+------------------------------+
| num_var1 | num_var1 | int64 | 3 | 76020 | True |
+-------------------------------+-------------------------------+-------------+-----------------+--------------+------------------------------+
| num_var4 | num_var4 | int64 | 8 | 76020 | True |
+-------------------------------+-------------------------------+-------------+-----------------+--------------+------------------------------+
| num_var5_0 | num_var5_0 | int64 | 5 | 76020 | True |
+-------------------------------+-------------------------------+-------------+-----------------+--------------+------------------------------+
| num_var5 | num_var5 | int64 | 5 | 76020 | True |
+-------------------------------+-------------------------------+-------------+-----------------+--------------+------------------------------+
| num_var6_0 | num_var6_0 | int64 | 2 | 76020 | True |
+-------------------------------+-------------------------------+-------------+-----------------+--------------+------------------------------+
| num_var6 | num_var6 | int64 | 2 | 76020 | True |
+-------------------------------+-------------------------------+-------------+-----------------+--------------+------------------------------+
| num_var8_0 | num_var8_0 | int64 | 3 | 76020 | True |
+-------------------------------+-------------------------------+-------------+-----------------+--------------+------------------------------+
| num_var8 | num_var8 | int64 | 2 | 76020 | True |
+-------------------------------+-------------------------------+-------------+-----------------+--------------+------------------------------+
| num_var12_0 | num_var12_0 | int64 | 6 | 76020 | True |
+-------------------------------+-------------------------------+-------------+-----------------+--------------+------------------------------+
| num_var12 | num_var12 | int64 | 4 | 76020 | True |
+-------------------------------+-------------------------------+-------------+-----------------+--------------+------------------------------+
| num_var13_0 | num_var13_0 | int64 | 7 | 76020 | True |
+-------------------------------+-------------------------------+-------------+-----------------+--------------+------------------------------+
| num_var13_corto_0 | num_var13_corto_0 | int64 | 3 | 76020 | True |
+-------------------------------+-------------------------------+-------------+-----------------+--------------+------------------------------+
| num_var13_corto | num_var13_corto | int64 | 3 | 76020 | True |
+-------------------------------+-------------------------------+-------------+-----------------+--------------+------------------------------+
| num_var13_largo_0 | num_var13_largo_0 | int64 | 7 | 76020 | True |
+-------------------------------+-------------------------------+-------------+-----------------+--------------+------------------------------+
| num_var13_largo | num_var13_largo | int64 | 7 | 76020 | True |
+-------------------------------+-------------------------------+-------------+-----------------+--------------+------------------------------+
| num_var13_medio_0 | num_var13_medio_0 | int64 | 2 | 76020 | True |
+-------------------------------+-------------------------------+-------------+-----------------+--------------+------------------------------+
| num_var13_medio | num_var13_medio | int64 | 2 | 76020 | True |
+-------------------------------+-------------------------------+-------------+-----------------+--------------+------------------------------+
| num_var13 | num_var13 | int64 | 7 | 76020 | True |
+-------------------------------+-------------------------------+-------------+-----------------+--------------+------------------------------+
| num_var14_0 | num_var14_0 | int64 | 5 | 76020 | True |
+-------------------------------+-------------------------------+-------------+-----------------+--------------+------------------------------+
| num_var14 | num_var14 | int64 | 4 | 76020 | True |
+-------------------------------+-------------------------------+-------------+-----------------+--------------+------------------------------+
| num_var17_0 | num_var17_0 | int64 | 11 | 76020 | True |
+-------------------------------+-------------------------------+-------------+-----------------+--------------+------------------------------+
| num_var17 | num_var17 | int64 | 9 | 76020 | True |
+-------------------------------+-------------------------------+-------------+-----------------+--------------+------------------------------+
| num_var18_0 | num_var18_0 | int64 | 2 | 76020 | True |
+-------------------------------+-------------------------------+-------------+-----------------+--------------+------------------------------+
| num_var18 | num_var18 | int64 | 2 | 76020 | True |
+-------------------------------+-------------------------------+-------------+-----------------+--------------+------------------------------+
| num_var20_0 | num_var20_0 | int64 | 2 | 76020 | True |
+-------------------------------+-------------------------------+-------------+-----------------+--------------+------------------------------+
| num_var20 | num_var20 | int64 | 2 | 76020 | True |
+-------------------------------+-------------------------------+-------------+-----------------+--------------+------------------------------+
| num_var24_0 | num_var24_0 | int64 | 4 | 76020 | True |
+-------------------------------+-------------------------------+-------------+-----------------+--------------+------------------------------+
| num_var24 | num_var24 | int64 | 3 | 76020 | True |
+-------------------------------+-------------------------------+-------------+-----------------+--------------+------------------------------+
| num_var26_0 | num_var26_0 | int64 | 9 | 76020 | True |
+-------------------------------+-------------------------------+-------------+-----------------+--------------+------------------------------+
| num_var26 | num_var26 | int64 | 9 | 76020 | True |
+-------------------------------+-------------------------------+-------------+-----------------+--------------+------------------------------+
| num_var25_0 | num_var25_0 | int64 | 9 | 76020 | True |
+-------------------------------+-------------------------------+-------------+-----------------+--------------+------------------------------+
| num_var25 | num_var25 | int64 | 9 | 76020 | True |
+-------------------------------+-------------------------------+-------------+-----------------+--------------+------------------------------+
| num_op_var40_hace2 | num_op_var40_hace2 | int64 | 19 | 76020 | True |
+-------------------------------+-------------------------------+-------------+-----------------+--------------+------------------------------+
| num_op_var40_hace3 | num_op_var40_hace3 | int64 | 5 | 76020 | True |
+-------------------------------+-------------------------------+-------------+-----------------+--------------+------------------------------+
| num_op_var40_ult1 | num_op_var40_ult1 | int64 | 30 | 76020 | True |
+-------------------------------+-------------------------------+-------------+-----------------+--------------+------------------------------+
| num_op_var40_ult3 | num_op_var40_ult3 | int64 | 35 | 76020 | True |
+-------------------------------+-------------------------------+-------------+-----------------+--------------+------------------------------+
| num_op_var41_hace2 | num_op_var41_hace2 | int64 | 51 | 76020 | True |
+-------------------------------+-------------------------------+-------------+-----------------+--------------+------------------------------+
| num_op_var41_hace3 | num_op_var41_hace3 | int64 | 22 | 76020 | True |
+-------------------------------+-------------------------------+-------------+-----------------+--------------+------------------------------+
| num_op_var41_ult1 | num_op_var41_ult1 | int64 | 68 | 76020 | True |
+-------------------------------+-------------------------------+-------------+-----------------+--------------+------------------------------+
| num_op_var41_ult3 | num_op_var41_ult3 | int64 | 96 | 76020 | True |
+-------------------------------+-------------------------------+-------------+-----------------+--------------+------------------------------+
| num_op_var39_hace2 | num_op_var39_hace2 | int64 | 50 | 76020 | True |
+-------------------------------+-------------------------------+-------------+-----------------+--------------+------------------------------+
| num_op_var39_hace3 | num_op_var39_hace3 | int64 | 22 | 76020 | True |
+-------------------------------+-------------------------------+-------------+-----------------+--------------+------------------------------+
| num_op_var39_ult1 | num_op_var39_ult1 | int64 | 71 | 76020 | True |
+-------------------------------+-------------------------------+-------------+-----------------+--------------+------------------------------+
| num_op_var39_ult3 | num_op_var39_ult3 | int64 | 99 | 76020 | True |
+-------------------------------+-------------------------------+-------------+-----------------+--------------+------------------------------+
| num_var27_0 | num_var27_0 | int64 | 1 | 76020 | True |
+-------------------------------+-------------------------------+-------------+-----------------+--------------+------------------------------+
| num_var28_0 | num_var28_0 | int64 | 1 | 76020 | True |
+-------------------------------+-------------------------------+-------------+-----------------+--------------+------------------------------+
| num_var28 | num_var28 | int64 | 1 | 76020 | True |
+-------------------------------+-------------------------------+-------------+-----------------+--------------+------------------------------+
| num_var27 | num_var27 | int64 | 1 | 76020 | True |
+-------------------------------+-------------------------------+-------------+-----------------+--------------+------------------------------+
| num_var29_0 | num_var29_0 | int64 | 2 | 76020 | True |
+-------------------------------+-------------------------------+-------------+-----------------+--------------+------------------------------+
| num_var29 | num_var29 | int64 | 2 | 76020 | True |
+-------------------------------+-------------------------------+-------------+-----------------+--------------+------------------------------+
| num_var30_0 | num_var30_0 | int64 | 11 | 76020 | True |
+-------------------------------+-------------------------------+-------------+-----------------+--------------+------------------------------+
| num_var30 | num_var30 | int64 | 9 | 76020 | True |
+-------------------------------+-------------------------------+-------------+-----------------+--------------+------------------------------+
| num_var31_0 | num_var31_0 | int64 | 11 | 76020 | True |
+-------------------------------+-------------------------------+-------------+-----------------+--------------+------------------------------+
| num_var31 | num_var31 | int64 | 9 | 76020 | True |
+-------------------------------+-------------------------------+-------------+-----------------+--------------+------------------------------+
| num_var32_0 | num_var32_0 | int64 | 5 | 76020 | True |
+-------------------------------+-------------------------------+-------------+-----------------+--------------+------------------------------+
| num_var32 | num_var32 | int64 | 5 | 76020 | True |
+-------------------------------+-------------------------------+-------------+-----------------+--------------+------------------------------+
| num_var33_0 | num_var33_0 | int64 | 4 | 76020 | True |
+-------------------------------+-------------------------------+-------------+-----------------+--------------+------------------------------+
| num_var33 | num_var33 | int64 | 3 | 76020 | True |
+-------------------------------+-------------------------------+-------------+-----------------+--------------+------------------------------+
| num_var34_0 | num_var34_0 | int64 | 2 | 76020 | True |
+-------------------------------+-------------------------------+-------------+-----------------+--------------+------------------------------+
| num_var34 | num_var34 | int64 | 2 | 76020 | True |
+-------------------------------+-------------------------------+-------------+-----------------+--------------+------------------------------+
| num_var35 | num_var35 | int64 | 13 | 76020 | True |
+-------------------------------+-------------------------------+-------------+-----------------+--------------+------------------------------+
| num_var37_med_ult2 | num_var37_med_ult2 | int64 | 21 | 76020 | True |
+-------------------------------+-------------------------------+-------------+-----------------+--------------+------------------------------+
| num_var37_0 | num_var37_0 | int64 | 22 | 76020 | True |
+-------------------------------+-------------------------------+-------------+-----------------+--------------+------------------------------+
| num_var37 | num_var37 | int64 | 22 | 76020 | True |
+-------------------------------+-------------------------------+-------------+-----------------+--------------+------------------------------+
| num_var39_0 | num_var39_0 | int64 | 9 | 76020 | True |
+-------------------------------+-------------------------------+-------------+-----------------+--------------+------------------------------+
| num_var40_0 | num_var40_0 | int64 | 3 | 76020 | True |
+-------------------------------+-------------------------------+-------------+-----------------+--------------+------------------------------+
| num_var40 | num_var40 | int64 | 2 | 76020 | True |
+-------------------------------+-------------------------------+-------------+-----------------+--------------+------------------------------+
| num_var41_0 | num_var41_0 | int64 | 9 | 76020 | True |
+-------------------------------+-------------------------------+-------------+-----------------+--------------+------------------------------+
| num_var41 | num_var41 | int64 | 1 | 76020 | True |
+-------------------------------+-------------------------------+-------------+-----------------+--------------+------------------------------+
| num_var39 | num_var39 | int64 | 2 | 76020 | True |
+-------------------------------+-------------------------------+-------------+-----------------+--------------+------------------------------+
| num_var42_0 | num_var42_0 | int64 | 8 | 76020 | True |
+-------------------------------+-------------------------------+-------------+-----------------+--------------+------------------------------+
| num_var42 | num_var42 | int64 | 7 | 76020 | True |
+-------------------------------+-------------------------------+-------------+-----------------+--------------+------------------------------+
| num_var44_0 | num_var44_0 | int64 | 3 | 76020 | True |
+-------------------------------+-------------------------------+-------------+-----------------+--------------+------------------------------+
| num_var44 | num_var44 | int64 | 2 | 76020 | True |
+-------------------------------+-------------------------------+-------------+-----------------+--------------+------------------------------+
| num_var46_0 | num_var46_0 | int64 | 1 | 76020 | True |
+-------------------------------+-------------------------------+-------------+-----------------+--------------+------------------------------+
| num_var46 | num_var46 | int64 | 1 | 76020 | True |
+-------------------------------+-------------------------------+-------------+-----------------+--------------+------------------------------+
| saldo_var13_medio | saldo_var13_medio | int64 | 3 | 76020 | True |
+-------------------------------+-------------------------------+-------------+-----------------+--------------+------------------------------+
| saldo_var18 | saldo_var18 | int64 | 3 | 76020 | True |
+-------------------------------+-------------------------------+-------------+-----------------+--------------+------------------------------+
| saldo_var28 | saldo_var28 | int64 | 1 | 76020 | True |
+-------------------------------+-------------------------------+-------------+-----------------+--------------+------------------------------+
| saldo_var27 | saldo_var27 | int64 | 1 | 76020 | True |
+-------------------------------+-------------------------------+-------------+-----------------+--------------+------------------------------+
| saldo_var34 | saldo_var34 | int64 | 3 | 76020 | True |
+-------------------------------+-------------------------------+-------------+-----------------+--------------+------------------------------+
| saldo_var41 | saldo_var41 | int64 | 1 | 76020 | True |
+-------------------------------+-------------------------------+-------------+-----------------+--------------+------------------------------+
| saldo_var46 | saldo_var46 | int64 | 1 | 76020 | True |
+-------------------------------+-------------------------------+-------------+-----------------+--------------+------------------------------+
| var36 | var36 | int64 | 5 | 76020 | True |
+-------------------------------+-------------------------------+-------------+-----------------+--------------+------------------------------+
| delta_imp_amort_var18_1y3 | delta_imp_amort_var18_1y3 | int64 | 2 | 76020 | True |
+-------------------------------+-------------------------------+-------------+-----------------+--------------+------------------------------+
| delta_imp_amort_var34_1y3 | delta_imp_amort_var34_1y3 | int64 | 2 | 76020 | True |
+-------------------------------+-------------------------------+-------------+-----------------+--------------+------------------------------+
| delta_imp_reemb_var13_1y3 | delta_imp_reemb_var13_1y3 | int64 | 2 | 76020 | True |
+-------------------------------+-------------------------------+-------------+-----------------+--------------+------------------------------+
| delta_imp_reemb_var17_1y3 | delta_imp_reemb_var17_1y3 | int64 | 3 | 76020 | True |
+-------------------------------+-------------------------------+-------------+-----------------+--------------+------------------------------+
| delta_imp_reemb_var33_1y3 | delta_imp_reemb_var33_1y3 | int64 | 2 | 76020 | True |
+-------------------------------+-------------------------------+-------------+-----------------+--------------+------------------------------+
| delta_imp_trasp_var17_in_1y3 | delta_imp_trasp_var17_in_1y3 | int64 | 3 | 76020 | True |
+-------------------------------+-------------------------------+-------------+-----------------+--------------+------------------------------+
| delta_imp_trasp_var17_out_1y3 | delta_imp_trasp_var17_out_1y3 | int64 | 2 | 76020 | True |
+-------------------------------+-------------------------------+-------------+-----------------+--------------+------------------------------+
| delta_imp_trasp_var33_in_1y3 | delta_imp_trasp_var33_in_1y3 | int64 | 3 | 76020 | True |
+-------------------------------+-------------------------------+-------------+-----------------+--------------+------------------------------+
| delta_imp_trasp_var33_out_1y3 | delta_imp_trasp_var33_out_1y3 | int64 | 2 | 76020 | True |
+-------------------------------+-------------------------------+-------------+-----------------+--------------+------------------------------+
| delta_num_reemb_var13_1y3 | delta_num_reemb_var13_1y3 | int64 | 2 | 76020 | True |
+-------------------------------+-------------------------------+-------------+-----------------+--------------+------------------------------+
| delta_num_reemb_var17_1y3 | delta_num_reemb_var17_1y3 | int64 | 3 | 76020 | True |
+-------------------------------+-------------------------------+-------------+-----------------+--------------+------------------------------+
| delta_num_reemb_var33_1y3 | delta_num_reemb_var33_1y3 | int64 | 2 | 76020 | True |
+-------------------------------+-------------------------------+-------------+-----------------+--------------+------------------------------+
| delta_num_trasp_var17_in_1y3 | delta_num_trasp_var17_in_1y3 | int64 | 3 | 76020 | True |
+-------------------------------+-------------------------------+-------------+-----------------+--------------+------------------------------+
| delta_num_trasp_var17_out_1y3 | delta_num_trasp_var17_out_1y3 | int64 | 2 | 76020 | True |
+-------------------------------+-------------------------------+-------------+-----------------+--------------+------------------------------+
| delta_num_trasp_var33_in_1y3 | delta_num_trasp_var33_in_1y3 | int64 | 3 | 76020 | True |
+-------------------------------+-------------------------------+-------------+-----------------+--------------+------------------------------+
| delta_num_trasp_var33_out_1y3 | delta_num_trasp_var33_out_1y3 | int64 | 2 | 76020 | True |
+-------------------------------+-------------------------------+-------------+-----------------+--------------+------------------------------+
| imp_amort_var18_hace3 | imp_amort_var18_hace3 | int64 | 1 | 76020 | True |
+-------------------------------+-------------------------------+-------------+-----------------+--------------+------------------------------+
| imp_amort_var34_hace3 | imp_amort_var34_hace3 | int64 | 1 | 76020 | True |
+-------------------------------+-------------------------------+-------------+-----------------+--------------+------------------------------+
| imp_aport_var33_hace3 | imp_aport_var33_hace3 | int64 | 16 | 76020 | True |
+-------------------------------+-------------------------------+-------------+-----------------+--------------+------------------------------+
| imp_aport_var33_ult1 | imp_aport_var33_ult1 | int64 | 6 | 76020 | True |
+-------------------------------+-------------------------------+-------------+-----------------+--------------+------------------------------+
| imp_reemb_var13_hace3 | imp_reemb_var13_hace3 | int64 | 1 | 76020 | True |
+-------------------------------+-------------------------------+-------------+-----------------+--------------+------------------------------+
| imp_reemb_var33_hace3 | imp_reemb_var33_hace3 | int64 | 1 | 76020 | True |
+-------------------------------+-------------------------------+-------------+-----------------+--------------+------------------------------+
| imp_reemb_var33_ult1 | imp_reemb_var33_ult1 | int64 | 2 | 76020 | True |
+-------------------------------+-------------------------------+-------------+-----------------+--------------+------------------------------+
| imp_trasp_var17_out_hace3 | imp_trasp_var17_out_hace3 | int64 | 1 | 76020 | True |
+-------------------------------+-------------------------------+-------------+-----------------+--------------+------------------------------+
| imp_trasp_var33_out_hace3 | imp_trasp_var33_out_hace3 | int64 | 1 | 76020 | True |
+-------------------------------+-------------------------------+-------------+-----------------+--------------+------------------------------+
| imp_trasp_var33_out_ult1 | imp_trasp_var33_out_ult1 | int64 | 2 | 76020 | True |
+-------------------------------+-------------------------------+-------------+-----------------+--------------+------------------------------+
| ind_var7_emit_ult1 | ind_var7_emit_ult1 | int64 | 2 | 76020 | True |
+-------------------------------+-------------------------------+-------------+-----------------+--------------+------------------------------+
| ind_var7_recib_ult1 | ind_var7_recib_ult1 | int64 | 2 | 76020 | True |
+-------------------------------+-------------------------------+-------------+-----------------+--------------+------------------------------+
| ind_var10_ult1 | ind_var10_ult1 | int64 | 2 | 76020 | True |
+-------------------------------+-------------------------------+-------------+-----------------+--------------+------------------------------+
| ind_var10cte_ult1 | ind_var10cte_ult1 | int64 | 2 | 76020 | True |
+-------------------------------+-------------------------------+-------------+-----------------+--------------+------------------------------+
| ind_var9_cte_ult1 | ind_var9_cte_ult1 | int64 | 2 | 76020 | True |
+-------------------------------+-------------------------------+-------------+-----------------+--------------+------------------------------+
| ind_var9_ult1 | ind_var9_ult1 | int64 | 2 | 76020 | True |
+-------------------------------+-------------------------------+-------------+-----------------+--------------+------------------------------+
| ind_var43_emit_ult1 | ind_var43_emit_ult1 | int64 | 2 | 76020 | True |
+-------------------------------+-------------------------------+-------------+-----------------+--------------+------------------------------+
| ind_var43_recib_ult1 | ind_var43_recib_ult1 | int64 | 2 | 76020 | True |
+-------------------------------+-------------------------------+-------------+-----------------+--------------+------------------------------+
| var21 | var21 | int64 | 24 | 76020 | True |
+-------------------------------+-------------------------------+-------------+-----------------+--------------+------------------------------+
| num_var2_0_ult1 | num_var2_0_ult1 | int64 | 1 | 76020 | True |
+-------------------------------+-------------------------------+-------------+-----------------+--------------+------------------------------+
| num_var2_ult1 | num_var2_ult1 | int64 | 1 | 76020 | True |
+-------------------------------+-------------------------------+-------------+-----------------+--------------+------------------------------+
| num_aport_var13_hace3 | num_aport_var13_hace3 | int64 | 8 | 76020 | True |
+-------------------------------+-------------------------------+-------------+-----------------+--------------+------------------------------+
| num_aport_var13_ult1 | num_aport_var13_ult1 | int64 | 7 | 76020 | True |
+-------------------------------+-------------------------------+-------------+-----------------+--------------+------------------------------+
| num_aport_var17_hace3 | num_aport_var17_hace3 | int64 | 5 | 76020 | True |
+-------------------------------+-------------------------------+-------------+-----------------+--------------+------------------------------+
| num_aport_var17_ult1 | num_aport_var17_ult1 | int64 | 8 | 76020 | True |
+-------------------------------+-------------------------------+-------------+-----------------+--------------+------------------------------+
| num_aport_var33_hace3 | num_aport_var33_hace3 | int64 | 4 | 76020 | True |
+-------------------------------+-------------------------------+-------------+-----------------+--------------+------------------------------+
| num_aport_var33_ult1 | num_aport_var33_ult1 | int64 | 3 | 76020 | True |
+-------------------------------+-------------------------------+-------------+-----------------+--------------+------------------------------+
| num_var7_emit_ult1 | num_var7_emit_ult1 | int64 | 2 | 76020 | True |
+-------------------------------+-------------------------------+-------------+-----------------+--------------+------------------------------+
| num_var7_recib_ult1 | num_var7_recib_ult1 | int64 | 6 | 76020 | True |
+-------------------------------+-------------------------------+-------------+-----------------+--------------+------------------------------+
| num_compra_var44_hace3 | num_compra_var44_hace3 | int64 | 4 | 76020 | True |
+-------------------------------+-------------------------------+-------------+-----------------+--------------+------------------------------+
| num_compra_var44_ult1 | num_compra_var44_ult1 | int64 | 10 | 76020 | True |
+-------------------------------+-------------------------------+-------------+-----------------+--------------+------------------------------+
| num_ent_var16_ult1 | num_ent_var16_ult1 | int64 | 13 | 76020 | True |
+-------------------------------+-------------------------------+-------------+-----------------+--------------+------------------------------+
| num_var22_hace2 | num_var22_hace2 | int64 | 22 | 76020 | True |
+-------------------------------+-------------------------------+-------------+-----------------+--------------+------------------------------+
| num_var22_hace3 | num_var22_hace3 | int64 | 19 | 76020 | True |
+-------------------------------+-------------------------------+-------------+-----------------+--------------+------------------------------+
| num_var22_ult1 | num_var22_ult1 | int64 | 18 | 76020 | True |
+-------------------------------+-------------------------------+-------------+-----------------+--------------+------------------------------+
| num_var22_ult3 | num_var22_ult3 | int64 | 33 | 76020 | True |
+-------------------------------+-------------------------------+-------------+-----------------+--------------+------------------------------+
| num_med_var22_ult3 | num_med_var22_ult3 | int64 | 15 | 76020 | True |
+-------------------------------+-------------------------------+-------------+-----------------+--------------+------------------------------+
| num_med_var45_ult3 | num_med_var45_ult3 | int64 | 71 | 76020 | True |
+-------------------------------+-------------------------------+-------------+-----------------+--------------+------------------------------+
| num_meses_var5_ult3 | num_meses_var5_ult3 | int64 | 4 | 76020 | True |
+-------------------------------+-------------------------------+-------------+-----------------+--------------+------------------------------+
| num_meses_var8_ult3 | num_meses_var8_ult3 | int64 | 4 | 76020 | True |
+-------------------------------+-------------------------------+-------------+-----------------+--------------+------------------------------+
| num_meses_var12_ult3 | num_meses_var12_ult3 | int64 | 4 | 76020 | True |
+-------------------------------+-------------------------------+-------------+-----------------+--------------+------------------------------+
| num_meses_var13_corto_ult3 | num_meses_var13_corto_ult3 | int64 | 4 | 76020 | True |
+-------------------------------+-------------------------------+-------------+-----------------+--------------+------------------------------+
| num_meses_var13_largo_ult3 | num_meses_var13_largo_ult3 | int64 | 4 | 76020 | True |
+-------------------------------+-------------------------------+-------------+-----------------+--------------+------------------------------+
| num_meses_var13_medio_ult3 | num_meses_var13_medio_ult3 | int64 | 2 | 76020 | True |
+-------------------------------+-------------------------------+-------------+-----------------+--------------+------------------------------+
| num_meses_var17_ult3 | num_meses_var17_ult3 | int64 | 4 | 76020 | True |
+-------------------------------+-------------------------------+-------------+-----------------+--------------+------------------------------+
| num_meses_var29_ult3 | num_meses_var29_ult3 | int64 | 3 | 76020 | True |
+-------------------------------+-------------------------------+-------------+-----------------+--------------+------------------------------+
| num_meses_var33_ult3 | num_meses_var33_ult3 | int64 | 4 | 76020 | True |
+-------------------------------+-------------------------------+-------------+-----------------+--------------+------------------------------+
| num_meses_var39_vig_ult3 | num_meses_var39_vig_ult3 | int64 | 4 | 76020 | True |
+-------------------------------+-------------------------------+-------------+-----------------+--------------+------------------------------+
| num_meses_var44_ult3 | num_meses_var44_ult3 | int64 | 4 | 76020 | True |
+-------------------------------+-------------------------------+-------------+-----------------+--------------+------------------------------+
| num_op_var39_comer_ult1 | num_op_var39_comer_ult1 | int64 | 63 | 76020 | True |
+-------------------------------+-------------------------------+-------------+-----------------+--------------+------------------------------+
| num_op_var39_comer_ult3 | num_op_var39_comer_ult3 | int64 | 92 | 76020 | True |
+-------------------------------+-------------------------------+-------------+-----------------+--------------+------------------------------+
| num_op_var40_comer_ult1 | num_op_var40_comer_ult1 | int64 | 34 | 76020 | True |
+-------------------------------+-------------------------------+-------------+-----------------+--------------+------------------------------+
| num_op_var40_comer_ult3 | num_op_var40_comer_ult3 | int64 | 47 | 76020 | True |
+-------------------------------+-------------------------------+-------------+-----------------+--------------+------------------------------+
| num_op_var40_efect_ult1 | num_op_var40_efect_ult1 | int64 | 7 | 76020 | True |
+-------------------------------+-------------------------------+-------------+-----------------+--------------+------------------------------+
| num_op_var40_efect_ult3 | num_op_var40_efect_ult3 | int64 | 9 | 76020 | True |
+-------------------------------+-------------------------------+-------------+-----------------+--------------+------------------------------+
| num_op_var41_comer_ult1 | num_op_var41_comer_ult1 | int64 | 60 | 76020 | True |
+-------------------------------+-------------------------------+-------------+-----------------+--------------+------------------------------+
| num_op_var41_comer_ult3 | num_op_var41_comer_ult3 | int64 | 88 | 76020 | True |
+-------------------------------+-------------------------------+-------------+-----------------+--------------+------------------------------+
| num_op_var41_efect_ult1 | num_op_var41_efect_ult1 | int64 | 25 | 76020 | True |
+-------------------------------+-------------------------------+-------------+-----------------+--------------+------------------------------+
| num_op_var41_efect_ult3 | num_op_var41_efect_ult3 | int64 | 40 | 76020 | True |
+-------------------------------+-------------------------------+-------------+-----------------+--------------+------------------------------+
| num_op_var39_efect_ult1 | num_op_var39_efect_ult1 | int64 | 26 | 76020 | True |
+-------------------------------+-------------------------------+-------------+-----------------+--------------+------------------------------+
| num_op_var39_efect_ult3 | num_op_var39_efect_ult3 | int64 | 40 | 76020 | True |
+-------------------------------+-------------------------------+-------------+-----------------+--------------+------------------------------+
| num_reemb_var13_hace3 | num_reemb_var13_hace3 | int64 | 1 | 76020 | True |
+-------------------------------+-------------------------------+-------------+-----------------+--------------+------------------------------+
| num_reemb_var13_ult1 | num_reemb_var13_ult1 | int64 | 2 | 76020 | True |
+-------------------------------+-------------------------------+-------------+-----------------+--------------+------------------------------+
| num_reemb_var17_hace3 | num_reemb_var17_hace3 | int64 | 2 | 76020 | True |
+-------------------------------+-------------------------------+-------------+-----------------+--------------+------------------------------+
| num_reemb_var17_ult1 | num_reemb_var17_ult1 | int64 | 5 | 76020 | True |
+-------------------------------+-------------------------------+-------------+-----------------+--------------+------------------------------+
| num_reemb_var33_hace3 | num_reemb_var33_hace3 | int64 | 1 | 76020 | True |
+-------------------------------+-------------------------------+-------------+-----------------+--------------+------------------------------+
| num_reemb_var33_ult1 | num_reemb_var33_ult1 | int64 | 2 | 76020 | True |
+-------------------------------+-------------------------------+-------------+-----------------+--------------+------------------------------+
| num_sal_var16_ult1 | num_sal_var16_ult1 | int64 | 6 | 76020 | True |
+-------------------------------+-------------------------------+-------------+-----------------+--------------+------------------------------+
| num_var43_emit_ult1 | num_var43_emit_ult1 | int64 | 27 | 76020 | True |
+-------------------------------+-------------------------------+-------------+-----------------+--------------+------------------------------+
| num_var43_recib_ult1 | num_var43_recib_ult1 | int64 | 38 | 76020 | True |
+-------------------------------+-------------------------------+-------------+-----------------+--------------+------------------------------+
| num_trasp_var11_ult1 | num_trasp_var11_ult1 | int64 | 18 | 76020 | True |
+-------------------------------+-------------------------------+-------------+-----------------+--------------+------------------------------+
| num_trasp_var17_in_hace3 | num_trasp_var17_in_hace3 | int64 | 3 | 76020 | True |
+-------------------------------+-------------------------------+-------------+-----------------+--------------+------------------------------+
| num_trasp_var17_in_ult1 | num_trasp_var17_in_ult1 | int64 | 2 | 76020 | True |
+-------------------------------+-------------------------------+-------------+-----------------+--------------+------------------------------+
| num_trasp_var17_out_hace3 | num_trasp_var17_out_hace3 | int64 | 1 | 76020 | True |
+-------------------------------+-------------------------------+-------------+-----------------+--------------+------------------------------+
| num_trasp_var17_out_ult1 | num_trasp_var17_out_ult1 | int64 | 2 | 76020 | True |
+-------------------------------+-------------------------------+-------------+-----------------+--------------+------------------------------+
| num_trasp_var33_in_hace3 | num_trasp_var33_in_hace3 | int64 | 2 | 76020 | True |
+-------------------------------+-------------------------------+-------------+-----------------+--------------+------------------------------+
| num_trasp_var33_in_ult1 | num_trasp_var33_in_ult1 | int64 | 3 | 76020 | True |
+-------------------------------+-------------------------------+-------------+-----------------+--------------+------------------------------+
| num_trasp_var33_out_hace3 | num_trasp_var33_out_hace3 | int64 | 1 | 76020 | True |
+-------------------------------+-------------------------------+-------------+-----------------+--------------+------------------------------+
| num_trasp_var33_out_ult1 | num_trasp_var33_out_ult1 | int64 | 2 | 76020 | True |
+-------------------------------+-------------------------------+-------------+-----------------+--------------+------------------------------+
| num_venta_var44_hace3 | num_venta_var44_hace3 | int64 | 3 | 76020 | True |
+-------------------------------+-------------------------------+-------------+-----------------+--------------+------------------------------+
| num_venta_var44_ult1 | num_venta_var44_ult1 | int64 | 9 | 76020 | True |
+-------------------------------+-------------------------------+-------------+-----------------+--------------+------------------------------+
| num_var45_hace2 | num_var45_hace2 | int64 | 85 | 76020 | True |
+-------------------------------+-------------------------------+-------------+-----------------+--------------+------------------------------+
| num_var45_hace3 | num_var45_hace3 | int64 | 66 | 76020 | True |
+-------------------------------+-------------------------------+-------------+-----------------+--------------+------------------------------+
| num_var45_ult1 | num_var45_ult1 | int64 | 94 | 76020 | True |
+-------------------------------+-------------------------------+-------------+-----------------+--------------+------------------------------+
| num_var45_ult3 | num_var45_ult3 | int64 | 172 | 76020 | True |
+-------------------------------+-------------------------------+-------------+-----------------+--------------+------------------------------+
| saldo_var2_ult1 | saldo_var2_ult1 | int64 | 1 | 76020 | True |
+-------------------------------+-------------------------------+-------------+-----------------+--------------+------------------------------+
| saldo_medio_var13_medio_hace3 | saldo_medio_var13_medio_hace3 | int64 | 1 | 76020 | True |
+-------------------------------+-------------------------------+-------------+-----------------+--------------+------------------------------+
| saldo_medio_var13_medio_ult1 | saldo_medio_var13_medio_ult1 | int64 | 3 | 76020 | True |
+-------------------------------+-------------------------------+-------------+-----------------+--------------+------------------------------+
Analizamos las variables que poseen menos de 10 valores enteros únicos.
El análisis sugiere que un número considerable de variables podrían clasificarse como categóricas, dada su alta frecuencia de ceros o valores constantes y su poca variedas, es decir en un rango normal de 0 - 1 o 0 - 9.
# Filter columns with less than 10 unique values
filtered_columns = integer_columns.loc[:, integer_columns.nunique() <= 10]
# Display the filtered DataFrame
from tabulate import tabulate
result_table = tabulate(
filtered_columns.head(), # Display the first few rows of the filtered data
headers='keys',
tablefmt='grid'
)
print(f"Filtered DataFrame contains {filtered_columns.shape[1]} columns with less than 10 unique values.")
print(result_table)
Filtered DataFrame contains 212 columns with less than 10 unique values.
+----+--------------+------------+--------------+------------+--------------+------------+--------------+------------+--------------+------------+---------------+-------------+---------------+---------------------+-------------------+---------------------+-------------------+---------------------+-------------------+-------------+---------------+-------------+---------------+-------------+---------------+-------------+-------------+---------------+-------------+---------------+-------------+-----------------+---------------+-----------------+-------------+---------------+-------------+---------------+---------------+-------------+-------------+---------------+-------------+---------------+-------------+---------------+-------------+-----------------+---------------+-------------+---------------+-------------+---------------+-------------+-----------------+---------------+-------------+---------------+---------------+-------------+---------------+-------------+-------------+---------------+-------------+---------------+-------------+--------------+------------+------------+--------------+------------+--------------+------------+--------------+------------+---------------+-------------+---------------+---------------------+-------------------+---------------------+-------------------+---------------------+-------------------+-------------+---------------+-------------+-------------+---------------+-------------+---------------+-------------+---------------+-------------+---------------+-------------+---------------+-------------+----------------------+---------------+---------------+-------------+-------------+---------------+-------------+-------------+-------------+---------------+-------------+---------------+-------------+---------------+-------------+---------------+---------------+-------------+---------------+-------------+-------------+---------------+-------------+---------------+-------------+---------------+-------------+---------------------+---------------+---------------+---------------+---------------+---------------+---------------+---------+-----------------------------+-----------------------------+-----------------------------+-----------------------------+-----------------------------+--------------------------------+---------------------------------+--------------------------------+---------------------------------+-----------------------------+-----------------------------+-----------------------------+--------------------------------+---------------------------------+--------------------------------+---------------------------------+-------------------------+-------------------------+------------------------+-------------------------+-------------------------+------------------------+-----------------------------+-----------------------------+----------------------------+----------------------+-----------------------+------------------+---------------------+---------------------+-----------------+-----------------------+------------------------+-------------------+-----------------+-------------------------+------------------------+-------------------------+------------------------+-------------------------+------------------------+----------------------+-----------------------+--------------------------+-------------------------+-----------------------+-----------------------+------------------------+------------------------------+------------------------------+------------------------------+------------------------+------------------------+------------------------+----------------------------+------------------------+---------------------------+---------------------------+-------------------------+------------------------+-------------------------+------------------------+-------------------------+------------------------+----------------------+----------------------------+---------------------------+-----------------------------+----------------------------+----------------------------+---------------------------+-----------------------------+----------------------------+-------------------------+------------------------+-------------------+---------------------------------+--------------------------------+
| | ind_var1_0 | ind_var1 | ind_var2_0 | ind_var2 | ind_var5_0 | ind_var5 | ind_var6_0 | ind_var6 | ind_var8_0 | ind_var8 | ind_var12_0 | ind_var12 | ind_var13_0 | ind_var13_corto_0 | ind_var13_corto | ind_var13_largo_0 | ind_var13_largo | ind_var13_medio_0 | ind_var13_medio | ind_var13 | ind_var14_0 | ind_var14 | ind_var17_0 | ind_var17 | ind_var18_0 | ind_var18 | ind_var19 | ind_var20_0 | ind_var20 | ind_var24_0 | ind_var24 | ind_var25_cte | ind_var26_0 | ind_var26_cte | ind_var26 | ind_var25_0 | ind_var25 | ind_var27_0 | ind_var28_0 | ind_var28 | ind_var27 | ind_var29_0 | ind_var29 | ind_var30_0 | ind_var30 | ind_var31_0 | ind_var31 | ind_var32_cte | ind_var32_0 | ind_var32 | ind_var33_0 | ind_var33 | ind_var34_0 | ind_var34 | ind_var37_cte | ind_var37_0 | ind_var37 | ind_var39_0 | ind_var40_0 | ind_var40 | ind_var41_0 | ind_var41 | ind_var39 | ind_var44_0 | ind_var44 | ind_var46_0 | ind_var46 | num_var1_0 | num_var1 | num_var4 | num_var5_0 | num_var5 | num_var6_0 | num_var6 | num_var8_0 | num_var8 | num_var12_0 | num_var12 | num_var13_0 | num_var13_corto_0 | num_var13_corto | num_var13_largo_0 | num_var13_largo | num_var13_medio_0 | num_var13_medio | num_var13 | num_var14_0 | num_var14 | num_var17 | num_var18_0 | num_var18 | num_var20_0 | num_var20 | num_var24_0 | num_var24 | num_var26_0 | num_var26 | num_var25_0 | num_var25 | num_op_var40_hace3 | num_var27_0 | num_var28_0 | num_var28 | num_var27 | num_var29_0 | num_var29 | num_var30 | num_var31 | num_var32_0 | num_var32 | num_var33_0 | num_var33 | num_var34_0 | num_var34 | num_var39_0 | num_var40_0 | num_var40 | num_var41_0 | num_var41 | num_var39 | num_var42_0 | num_var42 | num_var44_0 | num_var44 | num_var46_0 | num_var46 | saldo_var13_medio | saldo_var18 | saldo_var28 | saldo_var27 | saldo_var34 | saldo_var41 | saldo_var46 | var36 | delta_imp_amort_var18_1y3 | delta_imp_amort_var34_1y3 | delta_imp_reemb_var13_1y3 | delta_imp_reemb_var17_1y3 | delta_imp_reemb_var33_1y3 | delta_imp_trasp_var17_in_1y3 | delta_imp_trasp_var17_out_1y3 | delta_imp_trasp_var33_in_1y3 | delta_imp_trasp_var33_out_1y3 | delta_num_reemb_var13_1y3 | delta_num_reemb_var17_1y3 | delta_num_reemb_var33_1y3 | delta_num_trasp_var17_in_1y3 | delta_num_trasp_var17_out_1y3 | delta_num_trasp_var33_in_1y3 | delta_num_trasp_var33_out_1y3 | imp_amort_var18_hace3 | imp_amort_var34_hace3 | imp_aport_var33_ult1 | imp_reemb_var13_hace3 | imp_reemb_var33_hace3 | imp_reemb_var33_ult1 | imp_trasp_var17_out_hace3 | imp_trasp_var33_out_hace3 | imp_trasp_var33_out_ult1 | ind_var7_emit_ult1 | ind_var7_recib_ult1 | ind_var10_ult1 | ind_var10cte_ult1 | ind_var9_cte_ult1 | ind_var9_ult1 | ind_var43_emit_ult1 | ind_var43_recib_ult1 | num_var2_0_ult1 | num_var2_ult1 | num_aport_var13_hace3 | num_aport_var13_ult1 | num_aport_var17_hace3 | num_aport_var17_ult1 | num_aport_var33_hace3 | num_aport_var33_ult1 | num_var7_emit_ult1 | num_var7_recib_ult1 | num_compra_var44_hace3 | num_compra_var44_ult1 | num_meses_var5_ult3 | num_meses_var8_ult3 | num_meses_var12_ult3 | num_meses_var13_corto_ult3 | num_meses_var13_largo_ult3 | num_meses_var13_medio_ult3 | num_meses_var17_ult3 | num_meses_var29_ult3 | num_meses_var33_ult3 | num_meses_var39_vig_ult3 | num_meses_var44_ult3 | num_op_var40_efect_ult1 | num_op_var40_efect_ult3 | num_reemb_var13_hace3 | num_reemb_var13_ult1 | num_reemb_var17_hace3 | num_reemb_var17_ult1 | num_reemb_var33_hace3 | num_reemb_var33_ult1 | num_sal_var16_ult1 | num_trasp_var17_in_hace3 | num_trasp_var17_in_ult1 | num_trasp_var17_out_hace3 | num_trasp_var17_out_ult1 | num_trasp_var33_in_hace3 | num_trasp_var33_in_ult1 | num_trasp_var33_out_hace3 | num_trasp_var33_out_ult1 | num_venta_var44_hace3 | num_venta_var44_ult1 | saldo_var2_ult1 | saldo_medio_var13_medio_hace3 | saldo_medio_var13_medio_ult1 |
+====+==============+============+==============+============+==============+============+==============+============+==============+============+===============+=============+===============+=====================+===================+=====================+===================+=====================+===================+=============+===============+=============+===============+=============+===============+=============+=============+===============+=============+===============+=============+=================+===============+=================+=============+===============+=============+===============+===============+=============+=============+===============+=============+===============+=============+===============+=============+=================+===============+=============+===============+=============+===============+=============+=================+===============+=============+===============+===============+=============+===============+=============+=============+===============+=============+===============+=============+==============+============+============+==============+============+==============+============+==============+============+===============+=============+===============+=====================+===================+=====================+===================+=====================+===================+=============+===============+=============+=============+===============+=============+===============+=============+===============+=============+===============+=============+===============+=============+======================+===============+===============+=============+=============+===============+=============+=============+=============+===============+=============+===============+=============+===============+=============+===============+===============+=============+===============+=============+=============+===============+=============+===============+=============+===============+=============+=====================+===============+===============+===============+===============+===============+===============+=========+=============================+=============================+=============================+=============================+=============================+================================+=================================+================================+=================================+=============================+=============================+=============================+================================+=================================+================================+=================================+=========================+=========================+========================+=========================+=========================+========================+=============================+=============================+============================+======================+=======================+==================+=====================+=====================+=================+=======================+========================+===================+=================+=========================+========================+=========================+========================+=========================+========================+======================+=======================+==========================+=========================+=======================+=======================+========================+==============================+==============================+==============================+========================+========================+========================+============================+========================+===========================+===========================+=========================+========================+=========================+========================+=========================+========================+======================+============================+===========================+=============================+============================+============================+===========================+=============================+============================+=========================+========================+===================+=================================+================================+
| 0 | 0 | 0 | 0 | 0 | 1 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 1 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 1 | 0 | 0 | 1 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 3 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 3 | 0 | 0 | 3 | 0 | 0 | 3 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 99 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 2 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 |
+----+--------------+------------+--------------+------------+--------------+------------+--------------+------------+--------------+------------+---------------+-------------+---------------+---------------------+-------------------+---------------------+-------------------+---------------------+-------------------+-------------+---------------+-------------+---------------+-------------+---------------+-------------+-------------+---------------+-------------+---------------+-------------+-----------------+---------------+-----------------+-------------+---------------+-------------+---------------+---------------+-------------+-------------+---------------+-------------+---------------+-------------+---------------+-------------+-----------------+---------------+-------------+---------------+-------------+---------------+-------------+-----------------+---------------+-------------+---------------+---------------+-------------+---------------+-------------+-------------+---------------+-------------+---------------+-------------+--------------+------------+------------+--------------+------------+--------------+------------+--------------+------------+---------------+-------------+---------------+---------------------+-------------------+---------------------+-------------------+---------------------+-------------------+-------------+---------------+-------------+-------------+---------------+-------------+---------------+-------------+---------------+-------------+---------------+-------------+---------------+-------------+----------------------+---------------+---------------+-------------+-------------+---------------+-------------+-------------+-------------+---------------+-------------+---------------+-------------+---------------+-------------+---------------+---------------+-------------+---------------+-------------+-------------+---------------+-------------+---------------+-------------+---------------+-------------+---------------------+---------------+---------------+---------------+---------------+---------------+---------------+---------+-----------------------------+-----------------------------+-----------------------------+-----------------------------+-----------------------------+--------------------------------+---------------------------------+--------------------------------+---------------------------------+-----------------------------+-----------------------------+-----------------------------+--------------------------------+---------------------------------+--------------------------------+---------------------------------+-------------------------+-------------------------+------------------------+-------------------------+-------------------------+------------------------+-----------------------------+-----------------------------+----------------------------+----------------------+-----------------------+------------------+---------------------+---------------------+-----------------+-----------------------+------------------------+-------------------+-----------------+-------------------------+------------------------+-------------------------+------------------------+-------------------------+------------------------+----------------------+-----------------------+--------------------------+-------------------------+-----------------------+-----------------------+------------------------+------------------------------+------------------------------+------------------------------+------------------------+------------------------+------------------------+----------------------------+------------------------+---------------------------+---------------------------+-------------------------+------------------------+-------------------------+------------------------+-------------------------+------------------------+----------------------+----------------------------+---------------------------+-----------------------------+----------------------------+----------------------------+---------------------------+-----------------------------+----------------------------+-------------------------+------------------------+-------------------+---------------------------------+--------------------------------+
| 1 | 0 | 0 | 0 | 0 | 1 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 1 | 1 | 1 | 0 | 0 | 0 | 0 | 1 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 1 | 1 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 1 | 0 | 0 | 1 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 1 | 3 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 3 | 3 | 3 | 0 | 0 | 0 | 0 | 3 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 3 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 3 | 0 | 0 | 3 | 0 | 0 | 3 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 3 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 3 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 1 | 0 | 0 | 3 | 0 | 0 | 0 | 0 | 0 | 2 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 |
+----+--------------+------------+--------------+------------+--------------+------------+--------------+------------+--------------+------------+---------------+-------------+---------------+---------------------+-------------------+---------------------+-------------------+---------------------+-------------------+-------------+---------------+-------------+---------------+-------------+---------------+-------------+-------------+---------------+-------------+---------------+-------------+-----------------+---------------+-----------------+-------------+---------------+-------------+---------------+---------------+-------------+-------------+---------------+-------------+---------------+-------------+---------------+-------------+-----------------+---------------+-------------+---------------+-------------+---------------+-------------+-----------------+---------------+-------------+---------------+---------------+-------------+---------------+-------------+-------------+---------------+-------------+---------------+-------------+--------------+------------+------------+--------------+------------+--------------+------------+--------------+------------+---------------+-------------+---------------+---------------------+-------------------+---------------------+-------------------+---------------------+-------------------+-------------+---------------+-------------+-------------+---------------+-------------+---------------+-------------+---------------+-------------+---------------+-------------+---------------+-------------+----------------------+---------------+---------------+-------------+-------------+---------------+-------------+-------------+-------------+---------------+-------------+---------------+-------------+---------------+-------------+---------------+---------------+-------------+---------------+-------------+-------------+---------------+-------------+---------------+-------------+---------------+-------------+---------------------+---------------+---------------+---------------+---------------+---------------+---------------+---------+-----------------------------+-----------------------------+-----------------------------+-----------------------------+-----------------------------+--------------------------------+---------------------------------+--------------------------------+---------------------------------+-----------------------------+-----------------------------+-----------------------------+--------------------------------+---------------------------------+--------------------------------+---------------------------------+-------------------------+-------------------------+------------------------+-------------------------+-------------------------+------------------------+-----------------------------+-----------------------------+----------------------------+----------------------+-----------------------+------------------+---------------------+---------------------+-----------------+-----------------------+------------------------+-------------------+-----------------+-------------------------+------------------------+-------------------------+------------------------+-------------------------+------------------------+----------------------+-----------------------+--------------------------+-------------------------+-----------------------+-----------------------+------------------------+------------------------------+------------------------------+------------------------------+------------------------+------------------------+------------------------+----------------------------+------------------------+---------------------------+---------------------------+-------------------------+------------------------+-------------------------+------------------------+-------------------------+------------------------+----------------------+----------------------------+---------------------------+-----------------------------+----------------------------+----------------------------+---------------------------+-----------------------------+----------------------------+-------------------------+------------------------+-------------------+---------------------------------+--------------------------------+
| 2 | 0 | 0 | 0 | 0 | 1 | 1 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 1 | 1 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 1 | 0 | 0 | 1 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 1 | 3 | 3 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 3 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 3 | 0 | 0 | 3 | 0 | 0 | 3 | 3 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 99 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 3 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 1 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 |
+----+--------------+------------+--------------+------------+--------------+------------+--------------+------------+--------------+------------+---------------+-------------+---------------+---------------------+-------------------+---------------------+-------------------+---------------------+-------------------+-------------+---------------+-------------+---------------+-------------+---------------+-------------+-------------+---------------+-------------+---------------+-------------+-----------------+---------------+-----------------+-------------+---------------+-------------+---------------+---------------+-------------+-------------+---------------+-------------+---------------+-------------+---------------+-------------+-----------------+---------------+-------------+---------------+-------------+---------------+-------------+-----------------+---------------+-------------+---------------+---------------+-------------+---------------+-------------+-------------+---------------+-------------+---------------+-------------+--------------+------------+------------+--------------+------------+--------------+------------+--------------+------------+---------------+-------------+---------------+---------------------+-------------------+---------------------+-------------------+---------------------+-------------------+-------------+---------------+-------------+-------------+---------------+-------------+---------------+-------------+---------------+-------------+---------------+-------------+---------------+-------------+----------------------+---------------+---------------+-------------+-------------+---------------+-------------+-------------+-------------+---------------+-------------+---------------+-------------+---------------+-------------+---------------+---------------+-------------+---------------+-------------+-------------+---------------+-------------+---------------+-------------+---------------+-------------+---------------------+---------------+---------------+---------------+---------------+---------------+---------------+---------+-----------------------------+-----------------------------+-----------------------------+-----------------------------+-----------------------------+--------------------------------+---------------------------------+--------------------------------+---------------------------------+-----------------------------+-----------------------------+-----------------------------+--------------------------------+---------------------------------+--------------------------------+---------------------------------+-------------------------+-------------------------+------------------------+-------------------------+-------------------------+------------------------+-----------------------------+-----------------------------+----------------------------+----------------------+-----------------------+------------------+---------------------+---------------------+-----------------+-----------------------+------------------------+-------------------+-----------------+-------------------------+------------------------+-------------------------+------------------------+-------------------------+------------------------+----------------------+-----------------------+--------------------------+-------------------------+-----------------------+-----------------------+------------------------+------------------------------+------------------------------+------------------------------+------------------------+------------------------+------------------------+----------------------------+------------------------+---------------------------+---------------------------+-------------------------+------------------------+-------------------------+------------------------+-------------------------+------------------------+----------------------+----------------------------+---------------------------+-----------------------------+----------------------------+----------------------------+---------------------------+-----------------------------+----------------------------+-------------------------+------------------------+-------------------+---------------------------------+--------------------------------+
| 3 | 0 | 0 | 0 | 0 | 1 | 1 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 1 | 1 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 1 | 1 | 1 | 1 | 0 | 0 | 1 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 3 | 3 | 3 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 3 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 3 | 0 | 0 | 3 | 0 | 0 | 3 | 3 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 2 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 1 | 1 | 1 | 1 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 2 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 1 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 |
+----+--------------+------------+--------------+------------+--------------+------------+--------------+------------+--------------+------------+---------------+-------------+---------------+---------------------+-------------------+---------------------+-------------------+---------------------+-------------------+-------------+---------------+-------------+---------------+-------------+---------------+-------------+-------------+---------------+-------------+---------------+-------------+-----------------+---------------+-----------------+-------------+---------------+-------------+---------------+---------------+-------------+-------------+---------------+-------------+---------------+-------------+---------------+-------------+-----------------+---------------+-------------+---------------+-------------+---------------+-------------+-----------------+---------------+-------------+---------------+---------------+-------------+---------------+-------------+-------------+---------------+-------------+---------------+-------------+--------------+------------+------------+--------------+------------+--------------+------------+--------------+------------+---------------+-------------+---------------+---------------------+-------------------+---------------------+-------------------+---------------------+-------------------+-------------+---------------+-------------+-------------+---------------+-------------+---------------+-------------+---------------+-------------+---------------+-------------+---------------+-------------+----------------------+---------------+---------------+-------------+-------------+---------------+-------------+-------------+-------------+---------------+-------------+---------------+-------------+---------------+-------------+---------------+---------------+-------------+---------------+-------------+-------------+---------------+-------------+---------------+-------------+---------------+-------------+---------------------+---------------+---------------+---------------+---------------+---------------+---------------+---------+-----------------------------+-----------------------------+-----------------------------+-----------------------------+-----------------------------+--------------------------------+---------------------------------+--------------------------------+---------------------------------+-----------------------------+-----------------------------+-----------------------------+--------------------------------+---------------------------------+--------------------------------+---------------------------------+-------------------------+-------------------------+------------------------+-------------------------+-------------------------+------------------------+-----------------------------+-----------------------------+----------------------------+----------------------+-----------------------+------------------+---------------------+---------------------+-----------------+-----------------------+------------------------+-------------------+-----------------+-------------------------+------------------------+-------------------------+------------------------+-------------------------+------------------------+----------------------+-----------------------+--------------------------+-------------------------+-----------------------+-----------------------+------------------------+------------------------------+------------------------------+------------------------------+------------------------+------------------------+------------------------+----------------------------+------------------------+---------------------------+---------------------------+-------------------------+------------------------+-------------------------+------------------------+-------------------------+------------------------+----------------------+----------------------------+---------------------------+-----------------------------+----------------------------+----------------------------+---------------------------+-----------------------------+----------------------------+-------------------------+------------------------+-------------------+---------------------------------+--------------------------------+
| 4 | 0 | 0 | 0 | 0 | 1 | 0 | 0 | 0 | 0 | 0 | 1 | 1 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 1 | 1 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 1 | 1 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 1 | 0 | 0 | 1 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 1 | 3 | 0 | 0 | 0 | 0 | 0 | 3 | 3 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 3 | 3 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 3 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 3 | 0 | 0 | 3 | 0 | 0 | 6 | 3 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 1 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 1 | 1 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 3 | 0 | 1 | 0 | 0 | 0 | 0 | 0 | 0 | 2 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 |
+----+--------------+------------+--------------+------------+--------------+------------+--------------+------------+--------------+------------+---------------+-------------+---------------+---------------------+-------------------+---------------------+-------------------+---------------------+-------------------+-------------+---------------+-------------+---------------+-------------+---------------+-------------+-------------+---------------+-------------+---------------+-------------+-----------------+---------------+-----------------+-------------+---------------+-------------+---------------+---------------+-------------+-------------+---------------+-------------+---------------+-------------+---------------+-------------+-----------------+---------------+-------------+---------------+-------------+---------------+-------------+-----------------+---------------+-------------+---------------+---------------+-------------+---------------+-------------+-------------+---------------+-------------+---------------+-------------+--------------+------------+------------+--------------+------------+--------------+------------+--------------+------------+---------------+-------------+---------------+---------------------+-------------------+---------------------+-------------------+---------------------+-------------------+-------------+---------------+-------------+-------------+---------------+-------------+---------------+-------------+---------------+-------------+---------------+-------------+---------------+-------------+----------------------+---------------+---------------+-------------+-------------+---------------+-------------+-------------+-------------+---------------+-------------+---------------+-------------+---------------+-------------+---------------+---------------+-------------+---------------+-------------+-------------+---------------+-------------+---------------+-------------+---------------+-------------+---------------------+---------------+---------------+---------------+---------------+---------------+---------------+---------+-----------------------------+-----------------------------+-----------------------------+-----------------------------+-----------------------------+--------------------------------+---------------------------------+--------------------------------+---------------------------------+-----------------------------+-----------------------------+-----------------------------+--------------------------------+---------------------------------+--------------------------------+---------------------------------+-------------------------+-------------------------+------------------------+-------------------------+-------------------------+------------------------+-----------------------------+-----------------------------+----------------------------+----------------------+-----------------------+------------------+---------------------+---------------------+-----------------+-----------------------+------------------------+-------------------+-----------------+-------------------------+------------------------+-------------------------+------------------------+-------------------------+------------------------+----------------------+-----------------------+--------------------------+-------------------------+-----------------------+-----------------------+------------------------+------------------------------+------------------------------+------------------------------+------------------------+------------------------+------------------------+----------------------------+------------------------+---------------------------+---------------------------+-------------------------+------------------------+-------------------------+------------------------+-------------------------+------------------------+----------------------+----------------------------+---------------------------+-----------------------------+----------------------------+----------------------------+---------------------------+-----------------------------+----------------------------+-------------------------+------------------------+-------------------+---------------------------------+--------------------------------+
Las variables con menos de 10 valores unicos para las 76mil observaciones son 212.
filtered_column_count = filtered_columns.shape[1]
print(f"Número de variables con menos de 11 valores únicos : {filtered_column_count}")
Número de variables con menos de 11 valores únicos : 212
unique_values_dict = {col: filtered_columns[col].unique() for col in filtered_columns.columns}
unique_values_df = pd.DataFrame({
'Variable': list(unique_values_dict.keys()),
'Unique Values': [list(unique_values_dict[col]) for col in unique_values_dict.keys()]
})
from tabulate import tabulate
result_table = tabulate(
unique_values_df,
headers=['Variable', 'Unique Values'],
tablefmt='grid'
)
print(result_table)
+-----+-------------------------------+--------------------------------------+
| | Variable | Unique Values |
+=====+===============================+======================================+
| 0 | ind_var1_0 | [0, 1] |
+-----+-------------------------------+--------------------------------------+
| 1 | ind_var1 | [0, 1] |
+-----+-------------------------------+--------------------------------------+
| 2 | ind_var2_0 | [0] |
+-----+-------------------------------+--------------------------------------+
| 3 | ind_var2 | [0] |
+-----+-------------------------------+--------------------------------------+
| 4 | ind_var5_0 | [1, 0] |
+-----+-------------------------------+--------------------------------------+
| 5 | ind_var5 | [0, 1] |
+-----+-------------------------------+--------------------------------------+
| 6 | ind_var6_0 | [0, 1] |
+-----+-------------------------------+--------------------------------------+
| 7 | ind_var6 | [0, 1] |
+-----+-------------------------------+--------------------------------------+
| 8 | ind_var8_0 | [0, 1] |
+-----+-------------------------------+--------------------------------------+
| 9 | ind_var8 | [0, 1] |
+-----+-------------------------------+--------------------------------------+
| 10 | ind_var12_0 | [0, 1] |
+-----+-------------------------------+--------------------------------------+
| 11 | ind_var12 | [0, 1] |
+-----+-------------------------------+--------------------------------------+
| 12 | ind_var13_0 | [0, 1] |
+-----+-------------------------------+--------------------------------------+
| 13 | ind_var13_corto_0 | [0, 1] |
+-----+-------------------------------+--------------------------------------+
| 14 | ind_var13_corto | [0, 1] |
+-----+-------------------------------+--------------------------------------+
| 15 | ind_var13_largo_0 | [0, 1] |
+-----+-------------------------------+--------------------------------------+
| 16 | ind_var13_largo | [0, 1] |
+-----+-------------------------------+--------------------------------------+
| 17 | ind_var13_medio_0 | [0, 1] |
+-----+-------------------------------+--------------------------------------+
| 18 | ind_var13_medio | [0, 1] |
+-----+-------------------------------+--------------------------------------+
| 19 | ind_var13 | [0, 1] |
+-----+-------------------------------+--------------------------------------+
| 20 | ind_var14_0 | [0, 1] |
+-----+-------------------------------+--------------------------------------+
| 21 | ind_var14 | [0, 1] |
+-----+-------------------------------+--------------------------------------+
| 22 | ind_var17_0 | [0, 1] |
+-----+-------------------------------+--------------------------------------+
| 23 | ind_var17 | [0, 1] |
+-----+-------------------------------+--------------------------------------+
| 24 | ind_var18_0 | [0, 1] |
+-----+-------------------------------+--------------------------------------+
| 25 | ind_var18 | [0, 1] |
+-----+-------------------------------+--------------------------------------+
| 26 | ind_var19 | [0, 1] |
+-----+-------------------------------+--------------------------------------+
| 27 | ind_var20_0 | [0, 1] |
+-----+-------------------------------+--------------------------------------+
| 28 | ind_var20 | [0, 1] |
+-----+-------------------------------+--------------------------------------+
| 29 | ind_var24_0 | [0, 1] |
+-----+-------------------------------+--------------------------------------+
| 30 | ind_var24 | [0, 1] |
+-----+-------------------------------+--------------------------------------+
| 31 | ind_var25_cte | [0, 1] |
+-----+-------------------------------+--------------------------------------+
| 32 | ind_var26_0 | [0, 1] |
+-----+-------------------------------+--------------------------------------+
| 33 | ind_var26_cte | [0, 1] |
+-----+-------------------------------+--------------------------------------+
| 34 | ind_var26 | [0, 1] |
+-----+-------------------------------+--------------------------------------+
| 35 | ind_var25_0 | [0, 1] |
+-----+-------------------------------+--------------------------------------+
| 36 | ind_var25 | [0, 1] |
+-----+-------------------------------+--------------------------------------+
| 37 | ind_var27_0 | [0] |
+-----+-------------------------------+--------------------------------------+
| 38 | ind_var28_0 | [0] |
+-----+-------------------------------+--------------------------------------+
| 39 | ind_var28 | [0] |
+-----+-------------------------------+--------------------------------------+
| 40 | ind_var27 | [0] |
+-----+-------------------------------+--------------------------------------+
| 41 | ind_var29_0 | [0, 1] |
+-----+-------------------------------+--------------------------------------+
| 42 | ind_var29 | [0, 1] |
+-----+-------------------------------+--------------------------------------+
| 43 | ind_var30_0 | [1, 0] |
+-----+-------------------------------+--------------------------------------+
| 44 | ind_var30 | [0, 1] |
+-----+-------------------------------+--------------------------------------+
| 45 | ind_var31_0 | [0, 1] |
+-----+-------------------------------+--------------------------------------+
| 46 | ind_var31 | [0, 1] |
+-----+-------------------------------+--------------------------------------+
| 47 | ind_var32_cte | [0, 1] |
+-----+-------------------------------+--------------------------------------+
| 48 | ind_var32_0 | [0, 1] |
+-----+-------------------------------+--------------------------------------+
| 49 | ind_var32 | [0, 1] |
+-----+-------------------------------+--------------------------------------+
| 50 | ind_var33_0 | [0, 1] |
+-----+-------------------------------+--------------------------------------+
| 51 | ind_var33 | [0, 1] |
+-----+-------------------------------+--------------------------------------+
| 52 | ind_var34_0 | [0, 1] |
+-----+-------------------------------+--------------------------------------+
| 53 | ind_var34 | [0, 1] |
+-----+-------------------------------+--------------------------------------+
| 54 | ind_var37_cte | [0, 1] |
+-----+-------------------------------+--------------------------------------+
| 55 | ind_var37_0 | [0, 1] |
+-----+-------------------------------+--------------------------------------+
| 56 | ind_var37 | [0, 1] |
+-----+-------------------------------+--------------------------------------+
| 57 | ind_var39_0 | [1, 0] |
+-----+-------------------------------+--------------------------------------+
| 58 | ind_var40_0 | [0, 1] |
+-----+-------------------------------+--------------------------------------+
| 59 | ind_var40 | [0, 1] |
+-----+-------------------------------+--------------------------------------+
| 60 | ind_var41_0 | [1, 0] |
+-----+-------------------------------+--------------------------------------+
| 61 | ind_var41 | [0] |
+-----+-------------------------------+--------------------------------------+
| 62 | ind_var39 | [0, 1] |
+-----+-------------------------------+--------------------------------------+
| 63 | ind_var44_0 | [0, 1] |
+-----+-------------------------------+--------------------------------------+
| 64 | ind_var44 | [0, 1] |
+-----+-------------------------------+--------------------------------------+
| 65 | ind_var46_0 | [0] |
+-----+-------------------------------+--------------------------------------+
| 66 | ind_var46 | [0] |
+-----+-------------------------------+--------------------------------------+
| 67 | num_var1_0 | [0, 3, 6] |
+-----+-------------------------------+--------------------------------------+
| 68 | num_var1 | [0, 3, 6] |
+-----+-------------------------------+--------------------------------------+
| 69 | num_var4 | [0, 1, 3, 2, 4, 5, 6, 7] |
+-----+-------------------------------+--------------------------------------+
| 70 | num_var5_0 | [3, 0, 6, 9, 15] |
+-----+-------------------------------+--------------------------------------+
| 71 | num_var5 | [0, 3, 6, 9, 15] |
+-----+-------------------------------+--------------------------------------+
| 72 | num_var6_0 | [0, 3] |
+-----+-------------------------------+--------------------------------------+
| 73 | num_var6 | [0, 3] |
+-----+-------------------------------+--------------------------------------+
| 74 | num_var8_0 | [0, 3, 6] |
+-----+-------------------------------+--------------------------------------+
| 75 | num_var8 | [0, 3] |
+-----+-------------------------------+--------------------------------------+
| 76 | num_var12_0 | [0, 3, 6, 9, 15, 111] |
+-----+-------------------------------+--------------------------------------+
| 77 | num_var12 | [0, 3, 6, 15] |
+-----+-------------------------------+--------------------------------------+
| 78 | num_var13_0 | [0, 3, 6, 9, 15, 12, 18] |
+-----+-------------------------------+--------------------------------------+
| 79 | num_var13_corto_0 | [0, 3, 6] |
+-----+-------------------------------+--------------------------------------+
| 80 | num_var13_corto | [0, 3, 6] |
+-----+-------------------------------+--------------------------------------+
| 81 | num_var13_largo_0 | [0, 3, 6, 9, 15, 12, 18] |
+-----+-------------------------------+--------------------------------------+
| 82 | num_var13_largo | [0, 3, 6, 9, 15, 12, 18] |
+-----+-------------------------------+--------------------------------------+
| 83 | num_var13_medio_0 | [0, 3] |
+-----+-------------------------------+--------------------------------------+
| 84 | num_var13_medio | [0, 3] |
+-----+-------------------------------+--------------------------------------+
| 85 | num_var13 | [0, 3, 6, 9, 15, 12, 18] |
+-----+-------------------------------+--------------------------------------+
| 86 | num_var14_0 | [0, 3, 6, 12, 111] |
+-----+-------------------------------+--------------------------------------+
| 87 | num_var14 | [0, 3, 6, 12] |
+-----+-------------------------------+--------------------------------------+
| 88 | num_var17 | [0, 3, 6, 18, 12, 9, 15, 27, 21] |
+-----+-------------------------------+--------------------------------------+
| 89 | num_var18_0 | [0, 3] |
+-----+-------------------------------+--------------------------------------+
| 90 | num_var18 | [0, 3] |
+-----+-------------------------------+--------------------------------------+
| 91 | num_var20_0 | [0, 3] |
+-----+-------------------------------+--------------------------------------+
| 92 | num_var20 | [0, 3] |
+-----+-------------------------------+--------------------------------------+
| 93 | num_var24_0 | [0, 3, 6, 9] |
+-----+-------------------------------+--------------------------------------+
| 94 | num_var24 | [0, 3, 6] |
+-----+-------------------------------+--------------------------------------+
| 95 | num_var26_0 | [0, 6, 3, 12, 9, 15, 33, 21, 27] |
+-----+-------------------------------+--------------------------------------+
| 96 | num_var26 | [0, 6, 3, 12, 9, 15, 33, 21, 27] |
+-----+-------------------------------+--------------------------------------+
| 97 | num_var25_0 | [0, 6, 3, 12, 9, 15, 33, 21, 27] |
+-----+-------------------------------+--------------------------------------+
| 98 | num_var25 | [0, 6, 3, 12, 9, 15, 33, 21, 27] |
+-----+-------------------------------+--------------------------------------+
| 99 | num_op_var40_hace3 | [0, 3, 9, 6, 48] |
+-----+-------------------------------+--------------------------------------+
| 100 | num_var27_0 | [0] |
+-----+-------------------------------+--------------------------------------+
| 101 | num_var28_0 | [0] |
+-----+-------------------------------+--------------------------------------+
| 102 | num_var28 | [0] |
+-----+-------------------------------+--------------------------------------+
| 103 | num_var27 | [0] |
+-----+-------------------------------+--------------------------------------+
| 104 | num_var29_0 | [0, 3] |
+-----+-------------------------------+--------------------------------------+
| 105 | num_var29 | [0, 3] |
+-----+-------------------------------+--------------------------------------+
| 106 | num_var30 | [0, 3, 6, 9, 12, 15, 18, 33, 21] |
+-----+-------------------------------+--------------------------------------+
| 107 | num_var31 | [0, 3, 6, 18, 12, 9, 15, 27, 21] |
+-----+-------------------------------+--------------------------------------+
| 108 | num_var32_0 | [0, 3, 6, 12, 9] |
+-----+-------------------------------+--------------------------------------+
| 109 | num_var32 | [0, 3, 6, 12, 9] |
+-----+-------------------------------+--------------------------------------+
| 110 | num_var33_0 | [0, 3, 6, 12] |
+-----+-------------------------------+--------------------------------------+
| 111 | num_var33 | [0, 3, 6] |
+-----+-------------------------------+--------------------------------------+
| 112 | num_var34_0 | [0, 3] |
+-----+-------------------------------+--------------------------------------+
| 113 | num_var34 | [0, 3] |
+-----+-------------------------------+--------------------------------------+
| 114 | num_var39_0 | [3, 0, 6, 9, 12, 15, 18, 33, 21] |
+-----+-------------------------------+--------------------------------------+
| 115 | num_var40_0 | [0, 3, 6] |
+-----+-------------------------------+--------------------------------------+
| 116 | num_var40 | [0, 3] |
+-----+-------------------------------+--------------------------------------+
| 117 | num_var41_0 | [3, 0, 6, 9, 12, 15, 18, 33, 21] |
+-----+-------------------------------+--------------------------------------+
| 118 | num_var41 | [0] |
+-----+-------------------------------+--------------------------------------+
| 119 | num_var39 | [0, 3] |
+-----+-------------------------------+--------------------------------------+
| 120 | num_var42_0 | [3, 6, 0, 9, 12, 15, 18, 114] |
+-----+-------------------------------+--------------------------------------+
| 121 | num_var42 | [0, 3, 6, 9, 12, 15, 18] |
+-----+-------------------------------+--------------------------------------+
| 122 | num_var44_0 | [0, 3, 6] |
+-----+-------------------------------+--------------------------------------+
| 123 | num_var44 | [0, 3] |
+-----+-------------------------------+--------------------------------------+
| 124 | num_var46_0 | [0] |
+-----+-------------------------------+--------------------------------------+
| 125 | num_var46 | [0] |
+-----+-------------------------------+--------------------------------------+
| 126 | saldo_var13_medio | [0, 30000, 9000] |
+-----+-------------------------------+--------------------------------------+
| 127 | saldo_var18 | [0, 3000000, 300000] |
+-----+-------------------------------+--------------------------------------+
| 128 | saldo_var28 | [0] |
+-----+-------------------------------+--------------------------------------+
| 129 | saldo_var27 | [0] |
+-----+-------------------------------+--------------------------------------+
| 130 | saldo_var34 | [0, 36000, 15000] |
+-----+-------------------------------+--------------------------------------+
| 131 | saldo_var41 | [0] |
+-----+-------------------------------+--------------------------------------+
| 132 | saldo_var46 | [0] |
+-----+-------------------------------+--------------------------------------+
| 133 | var36 | [99, 3, 2, 1, 0] |
+-----+-------------------------------+--------------------------------------+
| 134 | delta_imp_amort_var18_1y3 | [0, 9999999999] |
+-----+-------------------------------+--------------------------------------+
| 135 | delta_imp_amort_var34_1y3 | [0, 9999999999] |
+-----+-------------------------------+--------------------------------------+
| 136 | delta_imp_reemb_var13_1y3 | [0, 9999999999] |
+-----+-------------------------------+--------------------------------------+
| 137 | delta_imp_reemb_var17_1y3 | [0, 9999999999, -1] |
+-----+-------------------------------+--------------------------------------+
| 138 | delta_imp_reemb_var33_1y3 | [0, 9999999999] |
+-----+-------------------------------+--------------------------------------+
| 139 | delta_imp_trasp_var17_in_1y3 | [0, 9999999999, -1] |
+-----+-------------------------------+--------------------------------------+
| 140 | delta_imp_trasp_var17_out_1y3 | [0, 9999999999] |
+-----+-------------------------------+--------------------------------------+
| 141 | delta_imp_trasp_var33_in_1y3 | [0, 9999999999, -1] |
+-----+-------------------------------+--------------------------------------+
| 142 | delta_imp_trasp_var33_out_1y3 | [0, 9999999999] |
+-----+-------------------------------+--------------------------------------+
| 143 | delta_num_reemb_var13_1y3 | [0, 9999999999] |
+-----+-------------------------------+--------------------------------------+
| 144 | delta_num_reemb_var17_1y3 | [0, 9999999999, -1] |
+-----+-------------------------------+--------------------------------------+
| 145 | delta_num_reemb_var33_1y3 | [0, 9999999999] |
+-----+-------------------------------+--------------------------------------+
| 146 | delta_num_trasp_var17_in_1y3 | [0, 9999999999, -1] |
+-----+-------------------------------+--------------------------------------+
| 147 | delta_num_trasp_var17_out_1y3 | [0, 9999999999] |
+-----+-------------------------------+--------------------------------------+
| 148 | delta_num_trasp_var33_in_1y3 | [0, 9999999999, -1] |
+-----+-------------------------------+--------------------------------------+
| 149 | delta_num_trasp_var33_out_1y3 | [0, 9999999999] |
+-----+-------------------------------+--------------------------------------+
| 150 | imp_amort_var18_hace3 | [0] |
+-----+-------------------------------+--------------------------------------+
| 151 | imp_amort_var34_hace3 | [0] |
+-----+-------------------------------+--------------------------------------+
| 152 | imp_aport_var33_ult1 | [0, 750, 450, 1260, 300, 150] |
+-----+-------------------------------+--------------------------------------+
| 153 | imp_reemb_var13_hace3 | [0] |
+-----+-------------------------------+--------------------------------------+
| 154 | imp_reemb_var33_hace3 | [0] |
+-----+-------------------------------+--------------------------------------+
| 155 | imp_reemb_var33_ult1 | [0, 1200] |
+-----+-------------------------------+--------------------------------------+
| 156 | imp_trasp_var17_out_hace3 | [0] |
+-----+-------------------------------+--------------------------------------+
| 157 | imp_trasp_var33_out_hace3 | [0] |
+-----+-------------------------------+--------------------------------------+
| 158 | imp_trasp_var33_out_ult1 | [0, 3000] |
+-----+-------------------------------+--------------------------------------+
| 159 | ind_var7_emit_ult1 | [0, 1] |
+-----+-------------------------------+--------------------------------------+
| 160 | ind_var7_recib_ult1 | [0, 1] |
+-----+-------------------------------+--------------------------------------+
| 161 | ind_var10_ult1 | [0, 1] |
+-----+-------------------------------+--------------------------------------+
| 162 | ind_var10cte_ult1 | [0, 1] |
+-----+-------------------------------+--------------------------------------+
| 163 | ind_var9_cte_ult1 | [0, 1] |
+-----+-------------------------------+--------------------------------------+
| 164 | ind_var9_ult1 | [0, 1] |
+-----+-------------------------------+--------------------------------------+
| 165 | ind_var43_emit_ult1 | [0, 1] |
+-----+-------------------------------+--------------------------------------+
| 166 | ind_var43_recib_ult1 | [0, 1] |
+-----+-------------------------------+--------------------------------------+
| 167 | num_var2_0_ult1 | [0] |
+-----+-------------------------------+--------------------------------------+
| 168 | num_var2_ult1 | [0] |
+-----+-------------------------------+--------------------------------------+
| 169 | num_aport_var13_hace3 | [0, 3, 6, 12, 24, 9, 15, 18] |
+-----+-------------------------------+--------------------------------------+
| 170 | num_aport_var13_ult1 | [0, 3, 6, 12, 9, 30, 24] |
+-----+-------------------------------+--------------------------------------+
| 171 | num_aport_var17_hace3 | [0, 3, 6, 12, 9] |
+-----+-------------------------------+--------------------------------------+
| 172 | num_aport_var17_ult1 | [0, 3, 18, 6, 9, 12, 15, 21] |
+-----+-------------------------------+--------------------------------------+
| 173 | num_aport_var33_hace3 | [0, 3, 12, 6] |
+-----+-------------------------------+--------------------------------------+
| 174 | num_aport_var33_ult1 | [0, 6, 3] |
+-----+-------------------------------+--------------------------------------+
| 175 | num_var7_emit_ult1 | [0, 3] |
+-----+-------------------------------+--------------------------------------+
| 176 | num_var7_recib_ult1 | [0, 6, 3, 12, 9, 24] |
+-----+-------------------------------+--------------------------------------+
| 177 | num_compra_var44_hace3 | [0, 3, 9, 6] |
+-----+-------------------------------+--------------------------------------+
| 178 | num_compra_var44_ult1 | [0, 3, 6, 9, 39, 21, 18, 24, 12, 15] |
+-----+-------------------------------+--------------------------------------+
| 179 | num_meses_var5_ult3 | [0, 1, 3, 2] |
+-----+-------------------------------+--------------------------------------+
| 180 | num_meses_var8_ult3 | [0, 3, 1, 2] |
+-----+-------------------------------+--------------------------------------+
| 181 | num_meses_var12_ult3 | [0, 1, 2, 3] |
+-----+-------------------------------+--------------------------------------+
| 182 | num_meses_var13_corto_ult3 | [0, 3, 2, 1] |
+-----+-------------------------------+--------------------------------------+
| 183 | num_meses_var13_largo_ult3 | [0, 3, 2, 1] |
+-----+-------------------------------+--------------------------------------+
| 184 | num_meses_var13_medio_ult3 | [0, 2] |
+-----+-------------------------------+--------------------------------------+
| 185 | num_meses_var17_ult3 | [0, 2, 1, 3] |
+-----+-------------------------------+--------------------------------------+
| 186 | num_meses_var29_ult3 | [0, 1, 2] |
+-----+-------------------------------+--------------------------------------+
| 187 | num_meses_var33_ult3 | [0, 3, 1, 2] |
+-----+-------------------------------+--------------------------------------+
| 188 | num_meses_var39_vig_ult3 | [2, 1, 0, 3] |
+-----+-------------------------------+--------------------------------------+
| 189 | num_meses_var44_ult3 | [0, 2, 3, 1] |
+-----+-------------------------------+--------------------------------------+
| 190 | num_op_var40_efect_ult1 | [0, 3, 6, 9, 18, 24, 12] |
+-----+-------------------------------+--------------------------------------+
| 191 | num_op_var40_efect_ult3 | [0, 6, 3, 9, 15, 18, 24, 21, 12] |
+-----+-------------------------------+--------------------------------------+
| 192 | num_reemb_var13_hace3 | [0] |
+-----+-------------------------------+--------------------------------------+
| 193 | num_reemb_var13_ult1 | [0, 3] |
+-----+-------------------------------+--------------------------------------+
| 194 | num_reemb_var17_hace3 | [0, 3] |
+-----+-------------------------------+--------------------------------------+
| 195 | num_reemb_var17_ult1 | [0, 3, 6, 9, 21] |
+-----+-------------------------------+--------------------------------------+
| 196 | num_reemb_var33_hace3 | [0] |
+-----+-------------------------------+--------------------------------------+
| 197 | num_reemb_var33_ult1 | [0, 3] |
+-----+-------------------------------+--------------------------------------+
| 198 | num_sal_var16_ult1 | [0, 12, 3, 6, 9, 15] |
+-----+-------------------------------+--------------------------------------+
| 199 | num_trasp_var17_in_hace3 | [0, 6, 3] |
+-----+-------------------------------+--------------------------------------+
| 200 | num_trasp_var17_in_ult1 | [0, 3] |
+-----+-------------------------------+--------------------------------------+
| 201 | num_trasp_var17_out_hace3 | [0] |
+-----+-------------------------------+--------------------------------------+
| 202 | num_trasp_var17_out_ult1 | [0, 3] |
+-----+-------------------------------+--------------------------------------+
| 203 | num_trasp_var33_in_hace3 | [0, 3] |
+-----+-------------------------------+--------------------------------------+
| 204 | num_trasp_var33_in_ult1 | [0, 3, 6] |
+-----+-------------------------------+--------------------------------------+
| 205 | num_trasp_var33_out_hace3 | [0] |
+-----+-------------------------------+--------------------------------------+
| 206 | num_trasp_var33_out_ult1 | [0, 3] |
+-----+-------------------------------+--------------------------------------+
| 207 | num_venta_var44_hace3 | [0, 3, 6] |
+-----+-------------------------------+--------------------------------------+
| 208 | num_venta_var44_ult1 | [0, 3, 6, 39, 27, 21, 9, 12, 15] |
+-----+-------------------------------+--------------------------------------+
| 209 | saldo_var2_ult1 | [0] |
+-----+-------------------------------+--------------------------------------+
| 210 | saldo_medio_var13_medio_hace3 | [0] |
+-----+-------------------------------+--------------------------------------+
| 211 | saldo_medio_var13_medio_ult1 | [0, 30000, 9000] |
+-----+-------------------------------+--------------------------------------+
Analizamos las variables que tienen más de 10 valores únicos y menos o igual a 100
También se observa un patrón repetitivo en los valores de estas variables, de 3 en 3 o valoes en concreto, estas suman 44.
filtered_columns = integer_columns.loc[:, (integer_columns.nunique() > 10) & (integer_columns.nunique() <= 100)]
from tabulate import tabulate
result_table = tabulate(
filtered_columns.head(),
headers='keys',
tablefmt='grid'
)
print(f"Filtered DataFrame contains {filtered_columns.shape[1]} columns with less than 10 unique values.")
print(result_table)
Filtered DataFrame contains 44 columns with less than 10 unique values.
+----+---------+---------------+----------------------+---------------------+---------------------+----------------------+----------------------+---------------------+---------------------+----------------------+----------------------+---------------------+---------------------+---------------+---------------+-------------+----------------------+---------------+-------------+-------------------------+---------+----------------------+-------------------+-------------------+------------------+------------------+----------------------+----------------------+---------------------------+---------------------------+---------------------------+---------------------------+---------------------------+---------------------------+---------------------------+---------------------------+---------------------------+---------------------------+-----------------------+------------------------+------------------------+-------------------+-------------------+------------------+
| | var15 | num_var17_0 | num_op_var40_hace2 | num_op_var40_ult1 | num_op_var40_ult3 | num_op_var41_hace2 | num_op_var41_hace3 | num_op_var41_ult1 | num_op_var41_ult3 | num_op_var39_hace2 | num_op_var39_hace3 | num_op_var39_ult1 | num_op_var39_ult3 | num_var30_0 | num_var31_0 | num_var35 | num_var37_med_ult2 | num_var37_0 | num_var37 | imp_aport_var33_hace3 | var21 | num_ent_var16_ult1 | num_var22_hace2 | num_var22_hace3 | num_var22_ult1 | num_var22_ult3 | num_med_var22_ult3 | num_med_var45_ult3 | num_op_var39_comer_ult1 | num_op_var39_comer_ult3 | num_op_var40_comer_ult1 | num_op_var40_comer_ult3 | num_op_var41_comer_ult1 | num_op_var41_comer_ult3 | num_op_var41_efect_ult1 | num_op_var41_efect_ult3 | num_op_var39_efect_ult1 | num_op_var39_efect_ult3 | num_var43_emit_ult1 | num_var43_recib_ult1 | num_trasp_var11_ult1 | num_var45_hace2 | num_var45_hace3 | num_var45_ult1 |
+====+=========+===============+======================+=====================+=====================+======================+======================+=====================+=====================+======================+======================+=====================+=====================+===============+===============+=============+======================+===============+=============+=========================+=========+======================+===================+===================+==================+==================+======================+======================+===========================+===========================+===========================+===========================+===========================+===========================+===========================+===========================+===========================+===========================+=======================+========================+========================+===================+===================+==================+
| 0 | 23 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 3 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 |
+----+---------+---------------+----------------------+---------------------+---------------------+----------------------+----------------------+---------------------+---------------------+----------------------+----------------------+---------------------+---------------------+---------------+---------------+-------------+----------------------+---------------+-------------+-------------------------+---------+----------------------+-------------------+-------------------+------------------+------------------+----------------------+----------------------+---------------------------+---------------------------+---------------------------+---------------------------+---------------------------+---------------------------+---------------------------+---------------------------+---------------------------+---------------------------+-----------------------+------------------------+------------------------+-------------------+-------------------+------------------+
| 1 | 34 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 6 | 0 | 3 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 |
+----+---------+---------------+----------------------+---------------------+---------------------+----------------------+----------------------+---------------------+---------------------+----------------------+----------------------+---------------------+---------------------+---------------+---------------+-------------+----------------------+---------------+-------------+-------------------------+---------+----------------------+-------------------+-------------------+------------------+------------------+----------------------+----------------------+---------------------------+---------------------------+---------------------------+---------------------------+---------------------------+---------------------------+---------------------------+---------------------------+---------------------------+---------------------------+-----------------------+------------------------+------------------------+-------------------+-------------------+------------------+
| 2 | 23 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 3 | 0 | 3 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 |
+----+---------+---------------+----------------------+---------------------+---------------------+----------------------+----------------------+---------------------+---------------------+----------------------+----------------------+---------------------+---------------------+---------------+---------------+-------------+----------------------+---------------+-------------+-------------------------+---------+----------------------+-------------------+-------------------+------------------+------------------+----------------------+----------------------+---------------------------+---------------------------+---------------------------+---------------------------+---------------------------+---------------------------+---------------------------+---------------------------+---------------------------+---------------------------+-----------------------+------------------------+------------------------+-------------------+-------------------+------------------+
| 3 | 37 | 0 | 0 | 0 | 0 | 0 | 0 | 9 | 9 | 0 | 0 | 9 | 9 | 3 | 0 | 9 | 6 | 6 | 6 | 0 | 0 | 0 | 3 | 0 | 0 | 3 | 0 | 15 | 9 | 9 | 0 | 0 | 9 | 9 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 27 | 3 | 18 |
+----+---------+---------------+----------------------+---------------------+---------------------+----------------------+----------------------+---------------------+---------------------+----------------------+----------------------+---------------------+---------------------+---------------+---------------+-------------+----------------------+---------------+-------------+-------------------------+---------+----------------------+-------------------+-------------------+------------------+------------------+----------------------+----------------------+---------------------------+---------------------------+---------------------------+---------------------------+---------------------------+---------------------------+---------------------------+---------------------------+---------------------------+---------------------------+-----------------------+------------------------+------------------------+-------------------+-------------------+------------------+
| 4 | 39 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 6 | 0 | 3 | 0 | 0 | 0 | 0 | 0 | 0 | 3 | 0 | 6 | 9 | 3 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 3 | 6 | 3 | 0 | 0 | 0 |
+----+---------+---------------+----------------------+---------------------+---------------------+----------------------+----------------------+---------------------+---------------------+----------------------+----------------------+---------------------+---------------------+---------------+---------------+-------------+----------------------+---------------+-------------+-------------------------+---------+----------------------+-------------------+-------------------+------------------+------------------+----------------------+----------------------+---------------------------+---------------------------+---------------------------+---------------------------+---------------------------+---------------------------+---------------------------+---------------------------+---------------------------+---------------------------+-----------------------+------------------------+------------------------+-------------------+-------------------+------------------+
filtered_column_count = filtered_columns.shape[1]
print(f"Número de variables con más de 10 y menos de 101 valores únicos : {filtered_column_count}")
Número de variables con más de 10 y menos de 101 valores únicos : 44
Muchas variables tienen valores que parecen estar en escalas discretas y controladas, como múltiplos de números enteros pequeños (por ejemplo, 3, 6, 9) o valores derivados de cálculos específicos. Esto puede indicar que representan conteos, frecuencias o alguna forma de clasificación ordinal numérica.
unique_values_dict = {col: filtered_columns[col].unique() for col in filtered_columns.columns}
unique_values_df = pd.DataFrame({
'Variable': list(unique_values_dict.keys()),
'Unique Values': [list(unique_values_dict[col]) for col in unique_values_dict.keys()]
})
from tabulate import tabulate
result_table = tabulate(
unique_values_df,
headers=['Variable', 'Unique Values'],
tablefmt='grid'
)
print(result_table)
+----+-------------------------+---------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------+
| | Variable | Unique Values |
+====+=========================+===========================================================================================================================================================================================================================================================================================================================================================================================================================================================================+
| 0 | var15 | [23, 34, 37, 39, 27, 26, 45, 25, 42, 51, 43, 33, 30, 44, 36, 55, 28, 35, 54, 40, 24, 14, 66, 50, 22, 62, 60, 64, 76, 31, 38, 41, 56, 72, 68, 5, 77, 29, 63, 32, 57, 80, 52, 61, 71, 88, 59, 53, 100, 74, 86, 73, 48, 46, 49, 65, 47, 21, 75, 58, 67, 13, 83, 87, 84, 70, 78, 85, 17, 94, 79, 89, 81, 15, 69, 11, 90, 102, 91, 10, 92, 82, 18, 12, 19, 7, 93, 9, 96, 6, 8, 16, 95, 97, 98, 20, 99, 105, 104, 101] |
+----+-------------------------+---------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------+
| 1 | num_var17_0 | [0, 3, 6, 18, 12, 9, 15, 36, 21, 24, 27] |
+----+-------------------------+---------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------+
| 2 | num_op_var40_hace2 | [0, 3, 15, 12, 6, 117, 45, 51, 18, 9, 30, 24, 21, 27, 72, 42, 96, 54, 81] |
+----+-------------------------+---------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------+
| 3 | num_op_var40_ult1 | [0, 27, 9, 6, 18, 69, 12, 36, 3, 234, 33, 21, 135, 78, 15, 24, 45, 30, 75, 81, 66, 42, 60, 63, 39, 51, 105, 168, 57, 171] |
+----+-------------------------+---------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------+
| 4 | num_op_var40_ult3 | [0, 30, 27, 6, 69, 12, 36, 3, 18, 351, 33, 24, 180, 9, 129, 15, 21, 45, 42, 75, 84, 54, 66, 60, 63, 39, 51, 177, 90, 264, 48, 57, 87, 171, 189] |
+----+-------------------------+---------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------+
| 5 | num_op_var41_hace2 | [0, 45, 6, 3, 78, 24, 9, 18, 12, 27, 60, 42, 57, 30, 39, 33, 66, 15, 21, 171, 99, 48, 36, 114, 105, 84, 69, 72, 54, 51, 81, 63, 120, 75, 123, 108, 129, 90, 96, 93, 102, 156, 201, 87, 162, 153, 249, 165, 144, 117, 186] |
+----+-------------------------+---------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------+
| 6 | num_op_var41_hace3 | [0, 9, 30, 60, 3, 21, 6, 81, 15, 12, 24, 18, 27, 39, 33, 36, 42, 48, 57, 51, 66, 69] |
+----+-------------------------+---------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------+
| 7 | num_op_var41_ult1 | [0, 9, 72, 63, 54, 27, 3, 30, 6, 15, 42, 39, 21, 12, 48, 60, 36, 33, 18, 123, 51, 24, 66, 111, 84, 87, 45, 57, 81, 120, 90, 69, 138, 108, 174, 222, 75, 78, 99, 132, 102, 96, 93, 114, 126, 129, 105, 141, 210, 159, 186, 135, 117, 213, 171, 150, 144, 177, 192, 156, 162, 240, 168, 204, 270, 216, 147, 468] |
+----+-------------------------+---------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------+
| 8 | num_op_var41_ult3 | [0, 9, 126, 15, 66, 132, 51, 3, 33, 6, 48, 57, 27, 18, 21, 75, 150, 12, 36, 39, 129, 24, 30, 93, 63, 192, 45, 120, 81, 60, 96, 111, 363, 72, 183, 78, 54, 87, 99, 42, 84, 108, 195, 90, 174, 135, 123, 138, 117, 165, 102, 105, 69, 114, 258, 159, 204, 291, 147, 168, 141, 210, 225, 153, 216, 177, 156, 144, 201, 186, 207, 213, 171, 318, 237, 228, 162, 180, 279, 288, 276, 222, 231, 249, 252, 402, 312, 189, 399, 306, 321, 219, 270, 240, 267, 468] |
+----+-------------------------+---------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------+
| 9 | num_op_var39_hace2 | [0, 45, 6, 3, 81, 24, 9, 18, 15, 12, 27, 60, 42, 57, 30, 39, 33, 66, 21, 171, 99, 48, 36, 114, 117, 105, 84, 69, 72, 54, 51, 78, 63, 120, 75, 123, 108, 129, 90, 96, 93, 102, 156, 201, 87, 162, 249, 165, 144, 186] |
+----+-------------------------+---------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------+
| 10 | num_op_var39_hace3 | [0, 9, 3, 30, 60, 21, 6, 81, 15, 12, 24, 18, 27, 39, 33, 36, 42, 48, 57, 51, 66, 69] |
+----+-------------------------+---------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------+
| 11 | num_op_var39_ult1 | [0, 9, 72, 63, 81, 27, 3, 30, 6, 15, 42, 39, 21, 12, 48, 60, 36, 33, 18, 123, 78, 54, 51, 24, 69, 66, 111, 84, 87, 45, 57, 234, 120, 135, 90, 147, 108, 174, 222, 75, 99, 102, 96, 138, 93, 114, 126, 162, 129, 105, 141, 210, 159, 186, 117, 213, 171, 150, 144, 177, 156, 246, 168, 132, 153, 204, 270, 216, 225, 180, 468] |
+----+-------------------------+---------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------+
| 12 | num_op_var39_ult3 | [0, 9, 126, 15, 66, 162, 51, 3, 33, 6, 48, 57, 27, 18, 21, 75, 150, 12, 36, 39, 129, 24, 30, 93, 63, 192, 45, 120, 87, 60, 96, 69, 111, 363, 72, 183, 78, 90, 81, 54, 99, 42, 84, 108, 195, 351, 174, 135, 123, 180, 138, 117, 165, 102, 105, 114, 267, 159, 204, 291, 168, 132, 141, 213, 225, 153, 216, 177, 156, 144, 201, 240, 186, 207, 147, 210, 171, 318, 237, 228, 279, 288, 276, 222, 231, 249, 252, 411, 312, 189, 399, 309, 321, 219, 264, 270, 306, 402, 468] |
+----+-------------------------+---------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------+
| 13 | num_var30_0 | [3, 6, 9, 0, 12, 15, 18, 33, 24, 114, 21] |
+----+-------------------------+---------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------+
| 14 | num_var31_0 | [0, 3, 6, 18, 12, 9, 15, 36, 21, 24, 27] |
+----+-------------------------+---------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------+
| 15 | num_var35 | [0, 3, 9, 6, 12, 15, 18, 21, 24, 27, 36, 33, 30] |
+----+-------------------------+---------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------+
| 16 | num_var37_med_ult2 | [0, 6, 9, 3, 15, 12, 21, 18, 24, 33, 90, 36, 27, 30, 51, 105, 39, 45, 57, 48, 69] |
+----+-------------------------+---------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------+
| 17 | num_var37_0 | [0, 6, 9, 21, 3, 15, 36, 12, 18, 24, 39, 30, 111, 33, 27, 54, 42, 45, 63, 114, 90, 72] |
+----+-------------------------+---------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------+
| 18 | num_var37 | [0, 6, 9, 21, 3, 15, 36, 12, 18, 24, 39, 30, 111, 33, 27, 54, 42, 45, 63, 114, 90, 72] |
+----+-------------------------+---------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------+
| 19 | imp_aport_var33_hace3 | [0, 15000, 12600, 4500, 150, 9000, 1500, 7530, 22500, 36000, 6000, 7500, 18000, 3000, 900, 300] |
+----+-------------------------+---------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------+
| 20 | var21 | [0, 9000, 1800, 4500, 7200, 2400, 1200, 2700, 900, 1500, 3600, 6000, 10500, 3000, 3300, 7500, 5100, 6600, 2100, 5400, 18000, 5700, 4200, 30000] |
+----+-------------------------+---------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------+
| 21 | num_ent_var16_ult1 | [0, 3, 6, 12, 9, 24, 21, 30, 60, 15, 18, 45, 27] |
+----+-------------------------+---------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------+
| 22 | num_var22_hace2 | [0, 3, 9, 6, 15, 12, 21, 24, 30, 18, 99, 27, 33, 39, 36, 45, 42, 54, 48, 123, 60, 63] |
+----+-------------------------+---------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------+
| 23 | num_var22_hace3 | [0, 3, 6, 9, 15, 12, 18, 39, 21, 27, 24, 30, 33, 36, 45, 108, 51, 48, 42] |
+----+-------------------------+---------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------+
| 24 | num_var22_ult1 | [0, 6, 3, 12, 9, 21, 18, 15, 27, 30, 24, 36, 48, 33, 42, 51, 39, 96] |
+----+-------------------------+---------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------+
| 25 | num_var22_ult3 | [0, 3, 9, 15, 6, 12, 18, 21, 24, 27, 45, 36, 42, 33, 30, 102, 39, 57, 54, 48, 60, 144, 72, 66, 87, 93, 75, 63, 51, 81, 234, 159, 99] |
+----+-------------------------+---------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------+
| 26 | num_med_var22_ult3 | [0, 3, 6, 9, 15, 12, 33, 18, 48, 24, 21, 27, 30, 78, 51] |
+----+-------------------------+---------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------+
| 27 | num_med_var45_ult3 | [0, 15, 3, 9, 6, 63, 12, 24, 18, 21, 81, 39, 30, 54, 27, 42, 60, 36, 138, 33, 90, 45, 162, 66, 87, 108, 99, 93, 57, 48, 78, 111, 72, 69, 105, 96, 123, 51, 102, 84, 114, 120, 147, 132, 192, 201, 267, 213, 75, 189, 180, 159, 117, 129, 141, 210, 156, 216, 135, 165, 228, 240, 186, 126, 174, 183, 153, 249, 150, 198, 237] |
+----+-------------------------+---------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------+
| 28 | num_op_var39_comer_ult1 | [0, 9, 66, 63, 72, 24, 3, 6, 27, 15, 42, 36, 12, 45, 54, 21, 30, 33, 102, 18, 78, 48, 87, 57, 84, 81, 51, 120, 39, 207, 114, 138, 75, 60, 93, 129, 195, 111, 69, 132, 123, 90, 99, 108, 117, 159, 186, 189, 171, 96, 228, 174, 150, 105, 162, 135, 177, 261, 126, 180, 141, 183, 438] |
+----+-------------------------+---------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------+
| 29 | num_op_var39_comer_ult3 | [0, 9, 108, 15, 66, 165, 48, 3, 6, 30, 54, 27, 18, 33, 69, 144, 36, 102, 12, 24, 45, 51, 63, 216, 87, 114, 60, 21, 129, 57, 42, 84, 96, 303, 183, 39, 75, 93, 78, 174, 162, 105, 393, 111, 123, 207, 90, 135, 81, 210, 99, 177, 117, 72, 156, 147, 126, 159, 330, 180, 171, 204, 150, 219, 153, 168, 132, 141, 120, 285, 198, 138, 186, 225, 279, 228, 600, 267, 192, 315, 201, 234, 345, 399, 282, 309, 222, 264, 423, 336, 360, 438] |
+----+-------------------------+---------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------+
| 30 | num_op_var40_comer_ult1 | [0, 21, 9, 6, 12, 87, 24, 120, 15, 207, 3, 138, 18, 27, 39, 66, 33, 36, 30, 75, 60, 210, 63, 45, 102, 99, 48, 42, 93, 54, 108, 78, 72, 171] |
+----+-------------------------+---------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------+
| 31 | num_op_var40_comer_ult3 | [0, 24, 27, 6, 9, 30, 87, 12, 36, 18, 3, 174, 105, 393, 207, 60, 99, 156, 48, 15, 21, 51, 108, 45, 33, 96, 84, 54, 72, 63, 78, 582, 186, 309, 42, 180, 57, 102, 69, 39, 90, 222, 177, 123, 234, 198, 210] |
+----+-------------------------+---------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------+
| 32 | num_op_var41_comer_ult1 | [0, 9, 66, 63, 51, 24, 3, 6, 27, 15, 42, 36, 12, 45, 54, 21, 30, 33, 102, 18, 72, 78, 48, 57, 84, 81, 39, 114, 87, 75, 60, 129, 195, 108, 93, 132, 123, 69, 90, 120, 99, 117, 159, 186, 111, 189, 171, 96, 174, 150, 105, 141, 162, 177, 261, 135, 126, 156, 183, 438] |
+----+-------------------------+---------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------+
| 33 | num_op_var41_comer_ult3 | [0, 9, 108, 15, 66, 141, 48, 3, 6, 30, 54, 18, 33, 69, 144, 36, 102, 12, 24, 45, 27, 51, 63, 210, 87, 105, 81, 60, 21, 129, 57, 42, 84, 96, 303, 183, 39, 93, 78, 162, 111, 114, 75, 123, 90, 135, 147, 99, 72, 126, 117, 330, 180, 168, 204, 150, 219, 156, 153, 132, 120, 177, 273, 198, 159, 138, 186, 279, 228, 285, 267, 192, 201, 216, 171, 345, 174, 399, 282, 309, 264, 234, 423, 195, 336, 360, 438, 165] |
+----+-------------------------+---------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------+
| 34 | num_op_var41_efect_ult1 | [0, 6, 3, 12, 18, 15, 30, 9, 21, 24, 27, 33, 42, 63, 45, 54, 36, 51, 39, 66, 90, 57, 48, 69, 60] |
+----+-------------------------+---------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------+
| 35 | num_op_var41_efect_ult3 | [0, 18, 3, 6, 9, 12, 24, 60, 27, 21, 42, 48, 30, 33, 15, 36, 39, 45, 63, 57, 66, 72, 51, 117, 69, 54, 108, 114, 75, 84, 156, 78, 96, 102, 93, 105, 87, 90, 99, 120] |
+----+-------------------------+---------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------+
| 36 | num_op_var39_efect_ult1 | [0, 6, 3, 12, 18, 15, 30, 9, 21, 24, 27, 33, 42, 63, 45, 54, 36, 51, 39, 84, 90, 57, 66, 48, 69, 60] |
+----+-------------------------+---------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------+
| 37 | num_op_var39_efect_ult3 | [0, 18, 24, 3, 6, 9, 12, 60, 27, 21, 42, 48, 30, 33, 15, 36, 39, 45, 63, 57, 66, 72, 51, 117, 69, 54, 108, 114, 84, 75, 156, 78, 96, 102, 93, 105, 87, 90, 99, 120] |
+----+-------------------------+---------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------+
| 38 | num_var43_emit_ult1 | [0, 3, 6, 9, 18, 12, 48, 21, 24, 15, 36, 45, 30, 33, 27, 66, 75, 42, 57, 60, 51, 84, 69, 102, 39, 54, 180] |
+----+-------------------------+---------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------+
| 39 | num_var43_recib_ult1 | [0, 6, 3, 15, 9, 12, 24, 21, 30, 36, 18, 27, 48, 33, 150, 84, 42, 45, 57, 51, 66, 39, 78, 72, 126, 60, 69, 63, 90, 159, 54, 93, 102, 96, 108, 75, 105, 264] |
+----+-------------------------+---------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------+
| 40 | num_trasp_var11_ult1 | [0, 3, 6, 42, 12, 9, 39, 27, 24, 30, 15, 21, 18, 63, 33, 45, 93, 36] |
+----+-------------------------+---------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------+
| 41 | num_var45_hace2 | [0, 27, 24, 6, 12, 75, 18, 9, 21, 3, 36, 33, 15, 39, 153, 48, 54, 81, 42, 72, 30, 99, 57, 129, 51, 108, 45, 258, 69, 63, 60, 117, 96, 114, 156, 90, 138, 144, 66, 126, 123, 87, 84, 78, 93, 162, 171, 135, 147, 120, 177, 111, 141, 270, 201, 105, 225, 102, 168, 261, 342, 159, 150, 198, 132, 210, 240, 243, 174, 183, 252, 165, 219, 264, 180, 288, 204, 213, 255, 189, 237, 186, 207, 294, 195] |
+----+-------------------------+---------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------+
| 42 | num_var45_hace3 | [0, 3, 6, 12, 9, 18, 15, 24, 72, 36, 66, 33, 30, 42, 69, 21, 27, 48, 45, 132, 39, 90, 51, 78, 75, 60, 84, 57, 87, 63, 117, 81, 213, 102, 174, 54, 135, 108, 114, 111, 138, 255, 120, 168, 96, 141, 105, 144, 126, 93, 147, 99, 153, 171, 129, 252, 180, 123, 195, 339, 165, 156, 333, 159, 177, 330] |
+----+-------------------------+---------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------+
| 43 | num_var45_ult1 | [0, 18, 21, 3, 9, 6, 105, 12, 15, 36, 27, 33, 39, 24, 54, 48, 84, 45, 51, 30, 69, 159, 114, 75, 60, 78, 225, 66, 42, 57, 63, 192, 135, 108, 195, 147, 81, 126, 111, 165, 120, 117, 96, 72, 87, 90, 138, 129, 102, 231, 279, 99, 93, 306, 150, 234, 132, 186, 201, 240, 153, 285, 123, 270, 228, 141, 162, 207, 255, 417, 210, 216, 183, 222, 180, 177, 321, 510, 264, 237, 144, 213, 156, 198, 393, 174, 189, 261, 267, 375, 282, 168, 204, 483] |
+----+-------------------------+---------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------+
Tranformamos a categóricas y verificamos nuevamente los tipos de datos
De las 371 variables del conjunto de entrenamiento se realizan las siguientes transformaciones:
Int --> Object:se transforman 259/260-Se mantienen 111 de las 111
Int se mantiene 1 sola equivalente a
ID
filtered_int_columns = train.select_dtypes(include=['int64']).loc[:, train.nunique() < 500]
# Transformar esas variables a tipo object (no numéricas)
for col in filtered_int_columns.columns:
train[col] = train[col].astype('object')
# Verificar las transformaciones
print(f"Se transformaron {len(filtered_int_columns.columns)} columnas a tipo 'object'.")
print("Columnas transformadas:")
print(filtered_int_columns.columns.tolist())
Se transformaron 259 columnas a tipo 'object'.
Columnas transformadas:
['var3', 'var15', 'ind_var1_0', 'ind_var1', 'ind_var2_0', 'ind_var2', 'ind_var5_0', 'ind_var5', 'ind_var6_0', 'ind_var6', 'ind_var8_0', 'ind_var8', 'ind_var12_0', 'ind_var12', 'ind_var13_0', 'ind_var13_corto_0', 'ind_var13_corto', 'ind_var13_largo_0', 'ind_var13_largo', 'ind_var13_medio_0', 'ind_var13_medio', 'ind_var13', 'ind_var14_0', 'ind_var14', 'ind_var17_0', 'ind_var17', 'ind_var18_0', 'ind_var18', 'ind_var19', 'ind_var20_0', 'ind_var20', 'ind_var24_0', 'ind_var24', 'ind_var25_cte', 'ind_var26_0', 'ind_var26_cte', 'ind_var26', 'ind_var25_0', 'ind_var25', 'ind_var27_0', 'ind_var28_0', 'ind_var28', 'ind_var27', 'ind_var29_0', 'ind_var29', 'ind_var30_0', 'ind_var30', 'ind_var31_0', 'ind_var31', 'ind_var32_cte', 'ind_var32_0', 'ind_var32', 'ind_var33_0', 'ind_var33', 'ind_var34_0', 'ind_var34', 'ind_var37_cte', 'ind_var37_0', 'ind_var37', 'ind_var39_0', 'ind_var40_0', 'ind_var40', 'ind_var41_0', 'ind_var41', 'ind_var39', 'ind_var44_0', 'ind_var44', 'ind_var46_0', 'ind_var46', 'num_var1_0', 'num_var1', 'num_var4', 'num_var5_0', 'num_var5', 'num_var6_0', 'num_var6', 'num_var8_0', 'num_var8', 'num_var12_0', 'num_var12', 'num_var13_0', 'num_var13_corto_0', 'num_var13_corto', 'num_var13_largo_0', 'num_var13_largo', 'num_var13_medio_0', 'num_var13_medio', 'num_var13', 'num_var14_0', 'num_var14', 'num_var17_0', 'num_var17', 'num_var18_0', 'num_var18', 'num_var20_0', 'num_var20', 'num_var24_0', 'num_var24', 'num_var26_0', 'num_var26', 'num_var25_0', 'num_var25', 'num_op_var40_hace2', 'num_op_var40_hace3', 'num_op_var40_ult1', 'num_op_var40_ult3', 'num_op_var41_hace2', 'num_op_var41_hace3', 'num_op_var41_ult1', 'num_op_var41_ult3', 'num_op_var39_hace2', 'num_op_var39_hace3', 'num_op_var39_ult1', 'num_op_var39_ult3', 'num_var27_0', 'num_var28_0', 'num_var28', 'num_var27', 'num_var29_0', 'num_var29', 'num_var30_0', 'num_var30', 'num_var31_0', 'num_var31', 'num_var32_0', 'num_var32', 'num_var33_0', 'num_var33', 'num_var34_0', 'num_var34', 'num_var35', 'num_var37_med_ult2', 'num_var37_0', 'num_var37', 'num_var39_0', 'num_var40_0', 'num_var40', 'num_var41_0', 'num_var41', 'num_var39', 'num_var42_0', 'num_var42', 'num_var44_0', 'num_var44', 'num_var46_0', 'num_var46', 'saldo_var13_medio', 'saldo_var18', 'saldo_var28', 'saldo_var27', 'saldo_var34', 'saldo_var41', 'saldo_var46', 'var36', 'delta_imp_amort_var18_1y3', 'delta_imp_amort_var34_1y3', 'delta_imp_reemb_var13_1y3', 'delta_imp_reemb_var17_1y3', 'delta_imp_reemb_var33_1y3', 'delta_imp_trasp_var17_in_1y3', 'delta_imp_trasp_var17_out_1y3', 'delta_imp_trasp_var33_in_1y3', 'delta_imp_trasp_var33_out_1y3', 'delta_num_reemb_var13_1y3', 'delta_num_reemb_var17_1y3', 'delta_num_reemb_var33_1y3', 'delta_num_trasp_var17_in_1y3', 'delta_num_trasp_var17_out_1y3', 'delta_num_trasp_var33_in_1y3', 'delta_num_trasp_var33_out_1y3', 'imp_amort_var18_hace3', 'imp_amort_var34_hace3', 'imp_aport_var33_hace3', 'imp_aport_var33_ult1', 'imp_reemb_var13_hace3', 'imp_reemb_var33_hace3', 'imp_reemb_var33_ult1', 'imp_trasp_var17_out_hace3', 'imp_trasp_var33_out_hace3', 'imp_trasp_var33_out_ult1', 'ind_var7_emit_ult1', 'ind_var7_recib_ult1', 'ind_var10_ult1', 'ind_var10cte_ult1', 'ind_var9_cte_ult1', 'ind_var9_ult1', 'ind_var43_emit_ult1', 'ind_var43_recib_ult1', 'var21', 'num_var2_0_ult1', 'num_var2_ult1', 'num_aport_var13_hace3', 'num_aport_var13_ult1', 'num_aport_var17_hace3', 'num_aport_var17_ult1', 'num_aport_var33_hace3', 'num_aport_var33_ult1', 'num_var7_emit_ult1', 'num_var7_recib_ult1', 'num_compra_var44_hace3', 'num_compra_var44_ult1', 'num_ent_var16_ult1', 'num_var22_hace2', 'num_var22_hace3', 'num_var22_ult1', 'num_var22_ult3', 'num_med_var22_ult3', 'num_med_var45_ult3', 'num_meses_var5_ult3', 'num_meses_var8_ult3', 'num_meses_var12_ult3', 'num_meses_var13_corto_ult3', 'num_meses_var13_largo_ult3', 'num_meses_var13_medio_ult3', 'num_meses_var17_ult3', 'num_meses_var29_ult3', 'num_meses_var33_ult3', 'num_meses_var39_vig_ult3', 'num_meses_var44_ult3', 'num_op_var39_comer_ult1', 'num_op_var39_comer_ult3', 'num_op_var40_comer_ult1', 'num_op_var40_comer_ult3', 'num_op_var40_efect_ult1', 'num_op_var40_efect_ult3', 'num_op_var41_comer_ult1', 'num_op_var41_comer_ult3', 'num_op_var41_efect_ult1', 'num_op_var41_efect_ult3', 'num_op_var39_efect_ult1', 'num_op_var39_efect_ult3', 'num_reemb_var13_hace3', 'num_reemb_var13_ult1', 'num_reemb_var17_hace3', 'num_reemb_var17_ult1', 'num_reemb_var33_hace3', 'num_reemb_var33_ult1', 'num_sal_var16_ult1', 'num_var43_emit_ult1', 'num_var43_recib_ult1', 'num_trasp_var11_ult1', 'num_trasp_var17_in_hace3', 'num_trasp_var17_in_ult1', 'num_trasp_var17_out_hace3', 'num_trasp_var17_out_ult1', 'num_trasp_var33_in_hace3', 'num_trasp_var33_in_ult1', 'num_trasp_var33_out_hace3', 'num_trasp_var33_out_ult1', 'num_venta_var44_hace3', 'num_venta_var44_ult1', 'num_var45_hace2', 'num_var45_hace3', 'num_var45_ult1', 'num_var45_ult3', 'saldo_var2_ult1', 'saldo_medio_var13_medio_hace3', 'saldo_medio_var13_medio_ult1', 'TARGET']
type_counts = train.dtypes.value_counts().reset_index()
type_counts.columns = ['Type', 'Count']
print("\nVariable Types and Counts:")
type_counts
Variable Types and Counts:
| Type | Count | |
|---|---|---|
| 0 | object | 259 |
| 1 | float64 | 111 |
| 2 | int64 | 1 |
Verificamos multicolinealidad#
El proceso para eliminar multicolinealidad utilizando el VIF (Variance Inflation Factor) implica calcular el VIF para cada variable, el cual mide cuánto se incrementa la varianza de los coeficientes debido a la colinealidad. Si el VIF de una variable es mayor o igual a 10, indica alta multicolinealidad, por lo que se elimina. Este procedimiento se realiza de manera iterativa, eliminando en cada paso la variable con el mayor VIF, hasta que todas las variables restantes tengan un VIF inferior a 10. Durante cada iteración, se muestra el Top 10 de variables con mayor VIF y las variables eliminadas.
# Filtrar las variables de tipo float
float_columns = train.select_dtypes(include=['float64']).columns
float_data = train[float_columns]
# Eliminar columnas con varianza cero
float_data = float_data.loc[:, float_data.var() > 0]
# Función para calcular VIF
def calculate_vif(dataframe):
vif_data = pd.DataFrame()
vif_data['Variable'] = dataframe.columns
vif_data['VIF'] = [
variance_inflation_factor(dataframe.values, i)
for i in range(dataframe.shape[1])
]
return vif_data
# Iterar eliminando variables con VIF >= 10
while True:
vif = calculate_vif(float_data)
print("Top 10 variables with highest VIF:")
print(vif.sort_values(by="VIF", ascending=False).head(10))
# Encontrar la variable con mayor VIF
max_vif = vif['VIF'].max()
if max_vif < 10:
print("No variables with VIF >= 10. Process complete.")
break
# Eliminar la variable con mayor VIF
variable_to_remove = vif.sort_values(by="VIF", ascending=False).iloc[0]['Variable']
float_data = float_data.drop(columns=[variable_to_remove])
print(f"Variable removed: {variable_to_remove}\n")
/usr/local/lib/python3.10/dist-packages/statsmodels/stats/outliers_influence.py:197: RuntimeWarning: divide by zero encountered in scalar divide
vif = 1. / (1. - r_squared_i)
Top 10 variables with highest VIF:
Variable VIF
45 delta_num_aport_var13_1y3 inf
48 delta_num_compra_var44_1y3 inf
35 saldo_var33 inf
19 saldo_var6 inf
42 delta_imp_aport_var33_1y3 inf
31 saldo_var29 inf
46 delta_num_aport_var17_1y3 inf
47 delta_num_aport_var33_1y3 inf
27 saldo_var20 inf
93 saldo_medio_var13_medio_ult3 inf
Variable removed: delta_num_aport_var13_1y3
/usr/local/lib/python3.10/dist-packages/statsmodels/stats/outliers_influence.py:197: RuntimeWarning: divide by zero encountered in scalar divide
vif = 1. / (1. - r_squared_i)
Top 10 variables with highest VIF:
Variable VIF
46 delta_num_aport_var33_1y3 inf
19 saldo_var6 inf
91 saldo_medio_var13_medio_hace2 inf
47 delta_num_compra_var44_1y3 inf
27 saldo_var20 inf
31 saldo_var29 inf
92 saldo_medio_var13_medio_ult3 inf
6 imp_op_var40_efect_ult3 inf
42 delta_imp_aport_var33_1y3 inf
43 delta_imp_compra_var44_1y3 inf
Variable removed: delta_num_aport_var33_1y3
/usr/local/lib/python3.10/dist-packages/statsmodels/stats/outliers_influence.py:197: RuntimeWarning: divide by zero encountered in scalar divide
vif = 1. / (1. - r_squared_i)
Top 10 variables with highest VIF:
Variable VIF
45 delta_num_aport_var17_1y3 inf
90 saldo_medio_var13_medio_hace2 inf
19 saldo_var6 inf
43 delta_imp_compra_var44_1y3 inf
44 delta_imp_venta_var44_1y3 inf
31 saldo_var29 inf
27 saldo_var20 inf
41 delta_imp_aport_var17_1y3 inf
91 saldo_medio_var13_medio_ult3 inf
46 delta_num_compra_var44_1y3 inf
Variable removed: delta_num_aport_var17_1y3
/usr/local/lib/python3.10/dist-packages/statsmodels/stats/outliers_influence.py:197: RuntimeWarning: divide by zero encountered in scalar divide
vif = 1. / (1. - r_squared_i)
Top 10 variables with highest VIF:
Variable VIF
33 saldo_var31 inf
89 saldo_medio_var13_medio_hace2 inf
45 delta_num_compra_var44_1y3 inf
43 delta_imp_compra_var44_1y3 inf
35 saldo_var33 inf
5 imp_op_var40_efect_ult1 inf
19 saldo_var6 inf
90 saldo_medio_var13_medio_ult3 inf
31 saldo_var29 inf
24 saldo_var13 inf
Variable removed: saldo_var31
/usr/local/lib/python3.10/dist-packages/statsmodels/stats/outliers_influence.py:197: RuntimeWarning: divide by zero encountered in scalar divide
vif = 1. / (1. - r_squared_i)
Top 10 variables with highest VIF:
Variable VIF
24 saldo_var13 inf
27 saldo_var20 inf
23 saldo_var13_largo inf
19 saldo_var6 inf
89 saldo_medio_var13_medio_ult3 inf
42 delta_imp_compra_var44_1y3 inf
88 saldo_medio_var13_medio_hace2 inf
22 saldo_var13_corto inf
10 imp_op_var41_efect_ult1 inf
31 saldo_var29 inf
Variable removed: saldo_var13
/usr/local/lib/python3.10/dist-packages/statsmodels/stats/outliers_influence.py:197: RuntimeWarning: divide by zero encountered in scalar divide
vif = 1. / (1. - r_squared_i)
Top 10 variables with highest VIF:
Variable VIF
32 saldo_var32 inf
14 imp_op_var39_efect_ult3 inf
43 delta_num_compra_var44_1y3 inf
88 saldo_medio_var13_medio_ult3 inf
87 saldo_medio_var13_medio_hace2 inf
30 saldo_var29 inf
26 saldo_var20 inf
24 saldo_var14 inf
19 saldo_var6 inf
41 delta_imp_compra_var44_1y3 inf
Variable removed: saldo_var32
/usr/local/lib/python3.10/dist-packages/statsmodels/stats/outliers_influence.py:197: RuntimeWarning: divide by zero encountered in scalar divide
vif = 1. / (1. - r_squared_i)
Top 10 variables with highest VIF:
Variable VIF
19 saldo_var6 inf
30 saldo_var29 inf
40 delta_imp_compra_var44_1y3 inf
26 saldo_var20 inf
86 saldo_medio_var13_medio_hace2 inf
87 saldo_medio_var13_medio_ult3 inf
23 saldo_var13_largo inf
42 delta_num_compra_var44_1y3 inf
6 imp_op_var40_efect_ult3 9.007199e+15
5 imp_op_var40_efect_ult1 9.007199e+15
Variable removed: saldo_var6
/usr/local/lib/python3.10/dist-packages/statsmodels/stats/outliers_influence.py:197: RuntimeWarning: divide by zero encountered in scalar divide
vif = 1. / (1. - r_squared_i)
Top 10 variables with highest VIF:
Variable VIF
11 imp_op_var41_efect_ult3 inf
23 saldo_var14 inf
41 delta_num_compra_var44_1y3 inf
29 saldo_var29 inf
25 saldo_var20 inf
39 delta_imp_compra_var44_1y3 inf
6 imp_op_var40_efect_ult3 inf
86 saldo_medio_var13_medio_ult3 inf
1 imp_op_var39_comer_ult1 inf
85 saldo_medio_var13_medio_hace2 inf
Variable removed: imp_op_var41_efect_ult3
/usr/local/lib/python3.10/dist-packages/statsmodels/stats/outliers_influence.py:197: RuntimeWarning: divide by zero encountered in scalar divide
vif = 1. / (1. - r_squared_i)
Top 10 variables with highest VIF:
Variable VIF
24 saldo_var20 inf
85 saldo_medio_var13_medio_ult3 inf
22 saldo_var14 inf
21 saldo_var13_largo inf
5 imp_op_var40_efect_ult1 inf
20 saldo_var13_corto inf
38 delta_imp_compra_var44_1y3 inf
28 saldo_var29 inf
40 delta_num_compra_var44_1y3 inf
84 saldo_medio_var13_medio_hace2 inf
Variable removed: saldo_var20
/usr/local/lib/python3.10/dist-packages/statsmodels/stats/outliers_influence.py:197: RuntimeWarning: divide by zero encountered in scalar divide
vif = 1. / (1. - r_squared_i)
Top 10 variables with highest VIF:
Variable VIF
20 saldo_var13_corto inf
12 imp_op_var39_efect_ult1 inf
37 delta_imp_compra_var44_1y3 inf
84 saldo_medio_var13_medio_ult3 inf
27 saldo_var29 inf
83 saldo_medio_var13_medio_hace2 inf
21 saldo_var13_largo inf
39 delta_num_compra_var44_1y3 inf
2 imp_op_var39_comer_ult3 inf
4 imp_op_var40_comer_ult3 9.007199e+15
Variable removed: saldo_var13_corto
/usr/local/lib/python3.10/dist-packages/statsmodels/stats/outliers_influence.py:197: RuntimeWarning: divide by zero encountered in scalar divide
vif = 1. / (1. - r_squared_i)
Top 10 variables with highest VIF:
Variable VIF
38 delta_num_compra_var44_1y3 inf
36 delta_imp_compra_var44_1y3 inf
5 imp_op_var40_efect_ult1 inf
26 saldo_var29 inf
10 imp_op_var41_efect_ult1 9.007199e+15
3 imp_op_var40_comer_ult1 4.503600e+15
31 saldo_var42 4.503600e+15
7 imp_op_var40_ult1 1.125900e+15
19 saldo_var12 7.505999e+14
12 imp_op_var39_efect_ult1 2.370316e+14
Variable removed: delta_num_compra_var44_1y3
/usr/local/lib/python3.10/dist-packages/statsmodels/stats/outliers_influence.py:197: RuntimeWarning: divide by zero encountered in scalar divide
vif = 1. / (1. - r_squared_i)
Top 10 variables with highest VIF:
Variable VIF
1 imp_op_var39_comer_ult1 inf
10 imp_op_var41_efect_ult1 inf
19 saldo_var12 inf
18 saldo_var8 inf
17 saldo_var5 inf
14 imp_op_var39_ult1 inf
26 saldo_var29 inf
12 imp_op_var39_efect_ult1 inf
37 delta_imp_venta_var44_1y3 inf
11 imp_op_var41_ult1 inf
Variable removed: imp_op_var39_comer_ult1
/usr/local/lib/python3.10/dist-packages/statsmodels/stats/outliers_influence.py:197: RuntimeWarning: divide by zero encountered in scalar divide
vif = 1. / (1. - r_squared_i)
Top 10 variables with highest VIF:
Variable VIF
37 delta_num_venta_var44_1y3 inf
10 imp_op_var41_ult1 inf
30 saldo_var42 inf
25 saldo_var29 inf
1 imp_op_var39_comer_ult3 inf
18 saldo_var12 inf
17 saldo_var8 inf
13 imp_op_var39_ult1 inf
36 delta_imp_venta_var44_1y3 inf
11 imp_op_var39_efect_ult1 inf
Variable removed: delta_num_venta_var44_1y3
/usr/local/lib/python3.10/dist-packages/statsmodels/stats/outliers_influence.py:197: RuntimeWarning: divide by zero encountered in scalar divide
vif = 1. / (1. - r_squared_i)
Top 10 variables with highest VIF:
Variable VIF
30 saldo_var42 inf
9 imp_op_var41_efect_ult1 inf
18 saldo_var12 inf
17 saldo_var8 inf
16 saldo_var5 inf
13 imp_op_var39_ult1 inf
11 imp_op_var39_efect_ult1 inf
10 imp_op_var41_ult1 inf
25 saldo_var29 inf
8 imp_op_var41_comer_ult3 inf
Variable removed: saldo_var42
/usr/local/lib/python3.10/dist-packages/statsmodels/stats/outliers_influence.py:197: RuntimeWarning: divide by zero encountered in scalar divide
vif = 1. / (1. - r_squared_i)
Top 10 variables with highest VIF:
Variable VIF
9 imp_op_var41_efect_ult1 inf
11 imp_op_var39_efect_ult1 inf
3 imp_op_var40_comer_ult3 inf
4 imp_op_var40_efect_ult1 inf
13 imp_op_var39_ult1 inf
6 imp_op_var40_ult1 inf
1 imp_op_var39_comer_ult3 inf
8 imp_op_var41_comer_ult3 inf
10 imp_op_var41_ult1 inf
15 saldo_var1 2587.72883
Variable removed: imp_op_var41_efect_ult1
/usr/local/lib/python3.10/dist-packages/statsmodels/stats/outliers_influence.py:197: RuntimeWarning: divide by zero encountered in scalar divide
vif = 1. / (1. - r_squared_i)
Top 10 variables with highest VIF:
Variable VIF
1 imp_op_var39_comer_ult3 inf
6 imp_op_var40_ult1 inf
12 imp_op_var39_ult1 inf
8 imp_op_var41_comer_ult3 inf
9 imp_op_var41_ult1 inf
3 imp_op_var40_comer_ult3 inf
14 saldo_var1 2587.728830
35 imp_amort_var18_ult1 2586.465924
89 saldo_medio_var33_ult1 1798.946886
26 saldo_var33 1702.214798
Variable removed: imp_op_var39_comer_ult3
/usr/local/lib/python3.10/dist-packages/statsmodels/stats/outliers_influence.py:197: RuntimeWarning: divide by zero encountered in scalar divide
vif = 1. / (1. - r_squared_i)
Top 10 variables with highest VIF:
Variable VIF
8 imp_op_var41_ult1 inf
5 imp_op_var40_ult1 inf
11 imp_op_var39_ult1 inf
13 saldo_var1 2587.728830
34 imp_amort_var18_ult1 2586.465924
88 saldo_medio_var33_ult1 1798.946886
25 saldo_var33 1702.214798
19 saldo_var17 1240.830260
80 saldo_medio_var17_ult1 803.053795
38 imp_aport_var17_hace3 714.725201
Variable removed: imp_op_var41_ult1
Top 10 variables with highest VIF:
Variable VIF
12 saldo_var1 2587.728830
33 imp_amort_var18_ult1 2586.465924
87 saldo_medio_var33_ult1 1798.946886
24 saldo_var33 1702.214798
18 saldo_var17 1240.830260
79 saldo_medio_var17_ult1 803.053795
37 imp_aport_var17_hace3 714.725201
15 saldo_var12 683.175814
80 saldo_medio_var17_ult3 642.017302
23 saldo_var30 423.949132
Variable removed: saldo_var1
Top 10 variables with highest VIF:
Variable VIF
86 saldo_medio_var33_ult1 1798.945607
23 saldo_var33 1702.213619
17 saldo_var17 1240.817645
78 saldo_medio_var17_ult1 803.051924
36 imp_aport_var17_hace3 714.722114
14 saldo_var12 683.175727
79 saldo_medio_var17_ult3 642.012506
22 saldo_var30 423.949132
77 saldo_medio_var17_hace3 415.858499
18 saldo_var24 385.707827
Variable removed: saldo_medio_var33_ult1
Top 10 variables with highest VIF:
Variable VIF
17 saldo_var17 1239.977506
78 saldo_medio_var17_ult1 802.863874
36 imp_aport_var17_hace3 714.661113
14 saldo_var12 683.175365
79 saldo_medio_var17_ult3 641.805204
22 saldo_var30 423.948971
77 saldo_medio_var17_hace3 415.801649
18 saldo_var24 385.707827
41 imp_compra_var44_ult1 275.755909
76 saldo_medio_var17_hace2 261.035944
Variable removed: saldo_var17
Top 10 variables with highest VIF:
Variable VIF
14 saldo_var12 683.170292
78 saldo_medio_var17_ult3 615.198502
35 imp_aport_var17_hace3 551.476376
21 saldo_var30 423.913541
17 saldo_var24 385.707001
76 saldo_medio_var17_hace3 380.698222
77 saldo_medio_var17_ult1 310.792132
40 imp_compra_var44_ult1 275.753779
75 saldo_medio_var17_hace2 259.899305
67 saldo_medio_var13_corto_ult1 196.752894
Variable removed: saldo_var12
Top 10 variables with highest VIF:
Variable VIF
77 saldo_medio_var17_ult3 615.190037
34 imp_aport_var17_hace3 551.476057
75 saldo_medio_var17_hace3 380.697959
76 saldo_medio_var17_ult1 310.788359
20 saldo_var30 294.611328
39 imp_compra_var44_ult1 275.753650
74 saldo_medio_var17_hace2 259.898963
51 imp_venta_var44_ult1 185.860731
16 saldo_var24 167.270630
66 saldo_medio_var13_corto_ult1 155.635893
Variable removed: saldo_medio_var17_ult3
Top 10 variables with highest VIF:
Variable VIF
34 imp_aport_var17_hace3 500.856539
75 saldo_medio_var17_hace3 324.696452
20 saldo_var30 294.603484
39 imp_compra_var44_ult1 275.753053
74 saldo_medio_var17_hace2 197.466139
51 imp_venta_var44_ult1 185.860566
16 saldo_var24 167.270338
66 saldo_medio_var13_corto_ult1 155.635223
62 saldo_medio_var12_ult1 124.649485
86 saldo_medio_var44_ult1 120.045758
Variable removed: imp_aport_var17_hace3
Top 10 variables with highest VIF:
Variable VIF
20 saldo_var30 294.603483
38 imp_compra_var44_ult1 275.752887
50 imp_venta_var44_ult1 185.860525
16 saldo_var24 167.270000
65 saldo_medio_var13_corto_ult1 155.631631
73 saldo_medio_var17_hace2 147.113083
61 saldo_medio_var12_ult1 124.649344
85 saldo_medio_var44_ult1 120.028148
82 saldo_medio_var33_ult3 113.919505
66 saldo_medio_var13_corto_ult3 110.597457
Variable removed: saldo_var30
Top 10 variables with highest VIF:
Variable VIF
37 imp_compra_var44_ult1 275.702749
49 imp_venta_var44_ult1 185.823049
72 saldo_medio_var17_hace2 147.109977
84 saldo_medio_var44_ult1 120.011467
81 saldo_medio_var33_ult3 113.919503
60 saldo_medio_var12_ult1 112.896941
65 saldo_medio_var13_corto_ult3 109.346062
20 saldo_var33 89.552992
73 saldo_medio_var17_hace3 87.479577
16 saldo_var24 72.384580
Variable removed: imp_compra_var44_ult1
Top 10 variables with highest VIF:
Variable VIF
71 saldo_medio_var17_hace2 147.109977
80 saldo_medio_var33_ult3 113.919497
59 saldo_medio_var12_ult1 112.860374
64 saldo_medio_var13_corto_ult3 109.343177
20 saldo_var33 89.552896
72 saldo_medio_var17_hace3 87.479486
16 saldo_var24 72.370827
63 saldo_medio_var13_corto_ult1 71.300250
68 saldo_medio_var13_largo_ult3 68.752838
67 saldo_medio_var13_largo_ult1 50.541043
Variable removed: saldo_medio_var17_hace2
Top 10 variables with highest VIF:
Variable VIF
79 saldo_medio_var33_ult3 113.919491
59 saldo_medio_var12_ult1 112.858253
64 saldo_medio_var13_corto_ult3 109.342294
20 saldo_var33 89.552804
16 saldo_var24 72.368866
63 saldo_medio_var13_corto_ult1 71.300234
68 saldo_medio_var13_largo_ult3 68.750250
67 saldo_medio_var13_largo_ult1 50.539470
60 saldo_medio_var12_ult3 46.947713
82 saldo_medio_var44_ult1 42.239292
Variable removed: saldo_medio_var33_ult3
Top 10 variables with highest VIF:
Variable VIF
59 saldo_medio_var12_ult1 112.858252
64 saldo_medio_var13_corto_ult3 109.342234
16 saldo_var24 72.368865
63 saldo_medio_var13_corto_ult1 71.300198
68 saldo_medio_var13_largo_ult3 68.750245
67 saldo_medio_var13_largo_ult1 50.539463
60 saldo_medio_var12_ult3 46.947708
81 saldo_medio_var44_ult1 42.239292
17 saldo_var26 35.206099
18 saldo_var25 34.885991
Variable removed: saldo_medio_var12_ult1
Top 10 variables with highest VIF:
Variable VIF
63 saldo_medio_var13_corto_ult3 108.590008
62 saldo_medio_var13_corto_ult1 70.967439
67 saldo_medio_var13_largo_ult3 68.604504
66 saldo_medio_var13_largo_ult1 50.486909
80 saldo_medio_var44_ult1 42.222791
17 saldo_var26 35.206095
18 saldo_var25 34.885569
10 imp_op_var39_ult1 33.579487
81 saldo_medio_var44_ult3 31.965243
59 saldo_medio_var12_ult3 29.287158
Variable removed: saldo_medio_var13_corto_ult3
Top 10 variables with highest VIF:
Variable VIF
66 saldo_medio_var13_largo_ult3 59.289390
65 saldo_medio_var13_largo_ult1 47.962526
79 saldo_medio_var44_ult1 42.222757
17 saldo_var26 35.206095
18 saldo_var25 34.885493
10 imp_op_var39_ult1 33.579464
80 saldo_medio_var44_ult3 31.965235
59 saldo_medio_var12_ult3 29.278323
16 saldo_var24 25.609661
69 saldo_medio_var17_hace3 22.944348
Variable removed: saldo_medio_var13_largo_ult3
Top 10 variables with highest VIF:
Variable VIF
78 saldo_medio_var44_ult1 42.222749
17 saldo_var26 35.201844
18 saldo_var25 34.880695
10 imp_op_var39_ult1 33.578736
79 saldo_medio_var44_ult3 31.965232
59 saldo_medio_var12_ult3 29.278247
16 saldo_var24 25.602757
68 saldo_medio_var17_hace3 22.943652
69 saldo_medio_var17_ult1 22.197998
8 imp_op_var39_efect_ult1 21.975388
Variable removed: saldo_medio_var44_ult1
Top 10 variables with highest VIF:
Variable VIF
17 saldo_var26 35.201843
18 saldo_var25 34.880642
10 imp_op_var39_ult1 33.578562
59 saldo_medio_var12_ult3 29.276441
16 saldo_var24 25.601822
68 saldo_medio_var17_hace3 22.938407
69 saldo_medio_var17_ult1 22.191956
8 imp_op_var39_efect_ult1 21.974088
55 saldo_medio_var8_ult1 19.616541
72 saldo_medio_var29_ult1 15.920473
Variable removed: saldo_var26
Top 10 variables with highest VIF:
Variable VIF
10 imp_op_var39_ult1 33.577352
58 saldo_medio_var12_ult3 29.276368
16 saldo_var24 25.601822
67 saldo_medio_var17_hace3 22.938222
68 saldo_medio_var17_ult1 22.191691
8 imp_op_var39_efect_ult1 21.972646
54 saldo_medio_var8_ult1 19.585591
71 saldo_medio_var29_ult1 15.920472
66 saldo_medio_var13_medio_ult3 15.570455
65 saldo_medio_var13_medio_hace2 15.567980
Variable removed: imp_op_var39_ult1
Top 10 variables with highest VIF:
Variable VIF
57 saldo_medio_var12_ult3 29.275658
15 saldo_var24 25.598205
66 saldo_medio_var17_hace3 22.937403
67 saldo_medio_var17_ult1 22.190695
53 saldo_medio_var8_ult1 19.585177
70 saldo_medio_var29_ult1 15.920471
65 saldo_medio_var13_medio_ult3 15.570445
64 saldo_medio_var13_medio_hace2 15.567976
58 saldo_medio_var13_corto_hace2 14.039980
54 saldo_medio_var8_ult3 12.526380
Variable removed: saldo_medio_var12_ult3
Top 10 variables with highest VIF:
Variable VIF
65 saldo_medio_var17_hace3 22.925653
66 saldo_medio_var17_ult1 22.188734
53 saldo_medio_var8_ult1 19.579474
69 saldo_medio_var29_ult1 15.920461
64 saldo_medio_var13_medio_ult3 15.570445
63 saldo_medio_var13_medio_hace2 15.567976
57 saldo_medio_var13_corto_hace2 14.010860
54 saldo_medio_var8_ult3 12.523527
70 saldo_medio_var29_ult3 12.482273
59 saldo_medio_var13_corto_ult1 10.444853
Variable removed: saldo_medio_var17_hace3
Top 10 variables with highest VIF:
Variable VIF
53 saldo_medio_var8_ult1 19.579350
68 saldo_medio_var29_ult1 15.920457
64 saldo_medio_var13_medio_ult3 15.570445
63 saldo_medio_var13_medio_hace2 15.567976
57 saldo_medio_var13_corto_hace2 13.989456
54 saldo_medio_var8_ult3 12.522535
69 saldo_medio_var29_ult3 12.482268
59 saldo_medio_var13_corto_ult1 10.436710
74 saldo_medio_var44_ult3 10.104670
15 saldo_var24 10.090629
Variable removed: saldo_medio_var8_ult1
Top 10 variables with highest VIF:
Variable VIF
67 saldo_medio_var29_ult1 15.920380
63 saldo_medio_var13_medio_ult3 15.570445
62 saldo_medio_var13_medio_hace2 15.567976
56 saldo_medio_var13_corto_hace2 13.989348
68 saldo_medio_var29_ult3 12.481677
58 saldo_medio_var13_corto_ult1 10.435141
15 saldo_var24 10.087115
73 saldo_medio_var44_ult3 10.059099
54 saldo_medio_var12_hace2 9.976216
49 saldo_medio_var5_ult1 9.962176
Variable removed: saldo_medio_var29_ult1
Top 10 variables with highest VIF:
Variable VIF
63 saldo_medio_var13_medio_ult3 15.570445
62 saldo_medio_var13_medio_hace2 15.567976
56 saldo_medio_var13_corto_hace2 13.989348
58 saldo_medio_var13_corto_ult1 10.435141
15 saldo_var24 10.087097
72 saldo_medio_var44_ult3 10.059089
54 saldo_medio_var12_hace2 9.976201
49 saldo_medio_var5_ult1 9.962176
61 saldo_medio_var13_largo_ult1 9.806551
68 saldo_medio_var33_hace2 9.792637
Variable removed: saldo_medio_var13_medio_ult3
Top 10 variables with highest VIF:
Variable VIF
56 saldo_medio_var13_corto_hace2 13.989347
58 saldo_medio_var13_corto_ult1 10.435140
15 saldo_var24 10.087095
71 saldo_medio_var44_ult3 10.059086
54 saldo_medio_var12_hace2 9.976200
49 saldo_medio_var5_ult1 9.962156
61 saldo_medio_var13_largo_ult1 9.806551
67 saldo_medio_var33_hace2 9.792637
59 saldo_medio_var13_largo_hace2 9.600076
50 saldo_medio_var5_ult3 9.103334
Variable removed: saldo_medio_var13_corto_hace2
Top 10 variables with highest VIF:
Variable VIF
15 saldo_var24 10.086908
70 saldo_medio_var44_ult3 10.058998
54 saldo_medio_var12_hace2 9.976183
49 saldo_medio_var5_ult1 9.908948
66 saldo_medio_var33_hace2 9.792636
60 saldo_medio_var13_largo_ult1 9.568565
58 saldo_medio_var13_largo_hace2 9.153185
50 saldo_medio_var5_ult3 9.100930
20 saldo_var40 7.529596
65 saldo_medio_var29_ult3 7.283342
Variable removed: saldo_var24
Top 10 variables with highest VIF:
Variable VIF
69 saldo_medio_var44_ult3 10.058941
48 saldo_medio_var5_ult1 9.880901
65 saldo_medio_var33_hace2 9.792636
59 saldo_medio_var13_largo_ult1 9.562609
57 saldo_medio_var13_largo_hace2 9.152745
49 saldo_medio_var5_ult3 9.088206
19 saldo_var40 7.529550
64 saldo_medio_var29_ult3 7.283188
20 saldo_var44 7.188554
16 saldo_var29 6.908734
Variable removed: saldo_medio_var44_ult3
Top 10 variables with highest VIF:
Variable VIF
48 saldo_medio_var5_ult1 9.866603
65 saldo_medio_var33_hace2 9.792613
59 saldo_medio_var13_largo_ult1 9.562605
57 saldo_medio_var13_largo_hace2 9.152743
49 saldo_medio_var5_ult3 9.086473
19 saldo_var40 7.529548
64 saldo_medio_var29_ult3 7.283100
16 saldo_var29 6.908666
4 imp_op_var40_efect_ult3 5.579407
1 imp_op_var40_comer_ult1 5.304748
No variables with VIF >= 10. Process complete.
Finalmente se obtiene la lista de variables que quedan posterior a la eliminación de columnas con alta multicolinealidad.
# Obtener las variables restantes en el dataframe 'float_data' después de la eliminación de las variables con alto VIF
remaining_variables_after_vif = float_data.columns.tolist()
# Imprimir las variables que quedaron después de la eliminación por VIF
print("Variables que quedaron después del VIF:")
print(remaining_variables_after_vif)
Variables que quedaron después del VIF:
['imp_ent_var16_ult1', 'imp_op_var40_comer_ult1', 'imp_op_var40_comer_ult3', 'imp_op_var40_efect_ult1', 'imp_op_var40_efect_ult3', 'imp_op_var40_ult1', 'imp_op_var41_comer_ult1', 'imp_op_var41_comer_ult3', 'imp_op_var39_efect_ult1', 'imp_op_var39_efect_ult3', 'imp_sal_var16_ult1', 'saldo_var5', 'saldo_var8', 'saldo_var13_largo', 'saldo_var14', 'saldo_var25', 'saldo_var29', 'saldo_var33', 'saldo_var37', 'saldo_var40', 'saldo_var44', 'delta_imp_aport_var13_1y3', 'delta_imp_aport_var17_1y3', 'delta_imp_aport_var33_1y3', 'delta_imp_compra_var44_1y3', 'delta_imp_venta_var44_1y3', 'imp_amort_var18_ult1', 'imp_amort_var34_ult1', 'imp_aport_var13_hace3', 'imp_aport_var13_ult1', 'imp_aport_var17_ult1', 'imp_var7_emit_ult1', 'imp_var7_recib_ult1', 'imp_compra_var44_hace3', 'imp_reemb_var13_ult1', 'imp_reemb_var17_hace3', 'imp_reemb_var17_ult1', 'imp_var43_emit_ult1', 'imp_trans_var37_ult1', 'imp_trasp_var17_in_hace3', 'imp_trasp_var17_in_ult1', 'imp_trasp_var17_out_ult1', 'imp_trasp_var33_in_hace3', 'imp_trasp_var33_in_ult1', 'imp_venta_var44_hace3', 'imp_venta_var44_ult1', 'saldo_medio_var5_hace2', 'saldo_medio_var5_hace3', 'saldo_medio_var5_ult1', 'saldo_medio_var5_ult3', 'saldo_medio_var8_hace2', 'saldo_medio_var8_hace3', 'saldo_medio_var8_ult3', 'saldo_medio_var12_hace2', 'saldo_medio_var12_hace3', 'saldo_medio_var13_corto_hace3', 'saldo_medio_var13_corto_ult1', 'saldo_medio_var13_largo_hace2', 'saldo_medio_var13_largo_hace3', 'saldo_medio_var13_largo_ult1', 'saldo_medio_var13_medio_hace2', 'saldo_medio_var17_ult1', 'saldo_medio_var29_hace2', 'saldo_medio_var29_hace3', 'saldo_medio_var29_ult3', 'saldo_medio_var33_hace2', 'saldo_medio_var33_hace3', 'saldo_medio_var44_hace2', 'saldo_medio_var44_hace3', 'var38']
Matriz de correlacion
La gráfica de correlación muestra una alta correlación positiva entre varias variables numéricas, especialmente en aquellos grupos relacionados con transacciones, saldos y aportes. Esto sugiere que muchas de las variables pueden estar capturando patrones similares de información.
numerical_data = train[remaining_variables_after_vif] # Usamos las variables restantes después del VIF
# Calculamos la matriz de correlación
correlation_matrix = numerical_data.corr()
# Mostramos la matriz de correlación con un heatmap sin anotaciones numéricas
plt.figure(figsize=(10, 8))
sns.heatmap(correlation_matrix, annot=False, cmap="coolwarm", cbar_kws={'label': 'Correlation Coefficient'})
plt.title('Correlation Matrix of Remaining Numeric Variables')
plt.show()
Verificar multicolinealidad entre categóricas#
Hipótesis de la prueba de Chi-cuadrado:
Hipótesis nula \(H_0\): No hay asociación entre las variables categóricas. Es decir, las variables son independientes entre sí.
Hipótesis alternativa \(H_1\): Existe una asociación entre las variables categóricas. Es decir, las variables no son independientes entre sí.
La prueba de Chi-cuadrado se utiliza para evaluar si las diferencias observadas entre las frecuencias de una tabla de contingencia son estadísticamente significativas.
# Filtrar las variables categóricas u objetos
categorical_columns = train.select_dtypes(include=['object']).columns
categorical_data = train[categorical_columns]
# Función para calcular la prueba chi-cuadrado
def chi_square_test(data, target):
chi2_results = {}
for column in data.columns:
# Crear una tabla de contingencia
contingency_table = pd.crosstab(data[column], target)
# Calcular el estadístico de chi-cuadrado
chi2, p, _, _ = chi2_contingency(contingency_table)
chi2_results[column] = p # Guardamos el valor p de la prueba
return chi2_results
# Realizar la prueba de chi-cuadrado para las variables categóricas
chi2_results = chi_square_test(categorical_data, train['TARGET'])
# Mostrar los resultados de la prueba
print("Chi-square p-values for categorical variables:")
for column, p_value in chi2_results.items():
print(f"{column}: p-value = {p_value}")
# Eliminar variables con p-value >= 0.05 (no significativas)
columns_to_remove = [column for column, p_value in chi2_results.items() if p_value >= 0.05]
print("\nVariables to remove due to lack of significance (p-value >= 0.05):")
print(columns_to_remove)
# Eliminar las variables irrelevantes
train_cleaned = train.drop(columns=columns_to_remove)
# Comprobamos las variables que quedaron
print("\nVariables remaining after removal:")
print(train_cleaned.columns.tolist())
Chi-square p-values for categorical variables:
var3: p-value = 1.0
var15: p-value = 2.479050748575357e-300
ind_var1_0: p-value = 0.7219194087113513
ind_var1: p-value = 0.012885600454086847
ind_var2_0: p-value = 1.0
ind_var2: p-value = 1.0
ind_var5_0: p-value = 1.8580886418147953e-19
ind_var5: p-value = 1.7534870866437744e-304
ind_var6_0: p-value = 1.0
ind_var6: p-value = 1.0
ind_var8_0: p-value = 1.363996333540147e-37
ind_var8: p-value = 2.107791944905891e-14
ind_var12_0: p-value = 8.689041671854727e-26
ind_var12: p-value = 5.4587615851313735e-21
ind_var13_0: p-value = 2.2019183820487882e-27
ind_var13_corto_0: p-value = 4.453919713126134e-21
ind_var13_corto: p-value = 3.4360481470866676e-21
ind_var13_largo_0: p-value = 1.9029930279518028e-07
ind_var13_largo: p-value = 2.5190424880955373e-07
ind_var13_medio_0: p-value = 1.0
ind_var13_medio: p-value = 1.0
ind_var13: p-value = 1.4458983480592337e-27
ind_var14_0: p-value = 4.606228518121834e-08
ind_var14: p-value = 0.05642237104167639
ind_var17_0: p-value = 0.20010126943108322
ind_var17: p-value = 0.3645504230179749
ind_var18_0: p-value = 1.0
ind_var18: p-value = 1.0
ind_var19: p-value = 0.04037372485492125
ind_var20_0: p-value = 0.0012661689907633817
ind_var20: p-value = 0.006319955061007981
ind_var24_0: p-value = 9.727243855261877e-17
ind_var24: p-value = 1.1960434413324826e-18
ind_var25_cte: p-value = 1.7685934701005122e-10
ind_var26_0: p-value = 1.9162724369384223e-07
ind_var26_cte: p-value = 1.250970108830911e-10
ind_var26: p-value = 1.9162724369384223e-07
ind_var25_0: p-value = 1.0699956195860576e-07
ind_var25: p-value = 1.0699956195860576e-07
ind_var27_0: p-value = 1.0
ind_var28_0: p-value = 1.0
ind_var28: p-value = 1.0
ind_var27: p-value = 1.0
ind_var29_0: p-value = 1.0
ind_var29: p-value = 1.0
ind_var30_0: p-value = 0.011787881564725424
ind_var30: p-value = 0.0
ind_var31_0: p-value = 0.017133585515389016
ind_var31: p-value = 0.0442137087907721
ind_var32_cte: p-value = 0.6454802262100443
ind_var32_0: p-value = 1.0
ind_var32: p-value = 1.0
ind_var33_0: p-value = 0.23281071083355726
ind_var33: p-value = 0.3000282773132663
ind_var34_0: p-value = 1.0
ind_var34: p-value = 1.0
ind_var37_cte: p-value = 0.5164628434133358
ind_var37_0: p-value = 0.3988251705375738
ind_var37: p-value = 0.3988251705375738
ind_var39_0: p-value = 5.751395389797435e-22
ind_var40_0: p-value = 0.7059585919966421
ind_var40: p-value = 0.011203804462315432
ind_var41_0: p-value = 6.1753564072987334e-21
ind_var41: p-value = 1.0
ind_var39: p-value = 0.011203804462315432
ind_var44_0: p-value = 0.17507292503076977
ind_var44: p-value = 0.2391012434896915
ind_var46_0: p-value = 1.0
ind_var46: p-value = 1.0
num_var1_0: p-value = 0.003628036941447215
num_var1: p-value = 0.028829150690282166
num_var4: p-value = 0.0
num_var5_0: p-value = 2.2171902742113994e-17
num_var5: p-value = 1.4064075815075909e-300
num_var6_0: p-value = 1.0
num_var6: p-value = 1.0
num_var8_0: p-value = 1.0158913319133026e-36
num_var8: p-value = 2.107791944905891e-14
num_var12_0: p-value = 8.86314985593564e-28
num_var12: p-value = 3.1244380712165536e-19
num_var13_0: p-value = 3.377930607005377e-23
num_var13_corto_0: p-value = 3.33822465132361e-20
num_var13_corto: p-value = 2.6405329767421064e-20
num_var13_largo_0: p-value = 8.869253825920992e-05
num_var13_largo: p-value = 0.00011255568851925884
num_var13_medio_0: p-value = 1.0
num_var13_medio: p-value = 1.0
num_var13: p-value = 2.2774999181681158e-23
num_var14_0: p-value = 1.8633648164000228e-11
num_var14: p-value = 0.24200362839431708
num_var17_0: p-value = 0.001686575569242477
num_var17: p-value = 0.08165296988959568
num_var18_0: p-value = 1.0
num_var18: p-value = 1.0
num_var20_0: p-value = 0.0012661689907633817
num_var20: p-value = 0.006319955061007981
num_var24_0: p-value = 4.6213955512876424e-15
num_var24: p-value = 8.675744088794129e-18
num_var26_0: p-value = 3.372499957899479e-06
num_var26: p-value = 3.372499957899479e-06
num_var25_0: p-value = 1.0510472013911488e-06
num_var25: p-value = 1.0510472013911488e-06
num_op_var40_hace2: p-value = 0.9995911465470524
num_op_var40_hace3: p-value = 0.990549538596651
num_op_var40_ult1: p-value = 0.13853794265689745
num_op_var40_ult3: p-value = 0.11620801690494346
num_op_var41_hace2: p-value = 0.3697572580480721
num_op_var41_hace3: p-value = 0.9371536576223741
num_op_var41_ult1: p-value = 0.00020776311775553096
num_op_var41_ult3: p-value = 4.087734735865814e-06
num_op_var39_hace2: p-value = 0.35184435414902476
num_op_var39_hace3: p-value = 0.9350947753827337
num_op_var39_ult1: p-value = 0.00010316661410655952
num_op_var39_ult3: p-value = 8.083383569891735e-05
num_var27_0: p-value = 1.0
num_var28_0: p-value = 1.0
num_var28: p-value = 1.0
num_var27: p-value = 1.0
num_var29_0: p-value = 1.0
num_var29: p-value = 1.0
num_var30_0: p-value = 2.760036958339401e-35
num_var30: p-value = 0.0
num_var31_0: p-value = 0.00034713641177928456
num_var31: p-value = 0.025927358199463228
num_var32_0: p-value = 0.995272798233578
num_var32: p-value = 0.995272798233578
num_var33_0: p-value = 0.502993264996004
num_var33: p-value = 0.37180205174192027
num_var34_0: p-value = 1.0
num_var34: p-value = 1.0
num_var35: p-value = 0.0
num_var37_med_ult2: p-value = 0.012162657384827294
num_var37_0: p-value = 0.9728485154377653
num_var37: p-value = 0.9728485154377653
num_var39_0: p-value = 9.595157735282564e-18
num_var40_0: p-value = 5.126495515078974e-06
num_var40: p-value = 0.011203804462315432
num_var41_0: p-value = 1.0359797345655548e-16
num_var41: p-value = 1.0
num_var39: p-value = 0.011203804462315432
num_var42_0: p-value = 2.636952159499276e-23
num_var42: p-value = 0.0
num_var44_0: p-value = 0.2904721070430119
num_var44: p-value = 0.2391012434896915
num_var46_0: p-value = 1.0
num_var46: p-value = 1.0
saldo_var13_medio: p-value = 0.9596373838989267
saldo_var18: p-value = 0.9596373838989267
saldo_var28: p-value = 1.0
saldo_var27: p-value = 1.0
saldo_var34: p-value = 0.9596373838989267
saldo_var41: p-value = 1.0
saldo_var46: p-value = 1.0
var36: p-value = 1.1519975975777277e-187
delta_imp_amort_var18_1y3: p-value = 1.0
delta_imp_amort_var34_1y3: p-value = 1.0
delta_imp_reemb_var13_1y3: p-value = 0.9976062945522122
delta_imp_reemb_var17_1y3: p-value = 0.9519547352199497
delta_imp_reemb_var33_1y3: p-value = 1.0
delta_imp_trasp_var17_in_1y3: p-value = 0.8837280698341536
delta_imp_trasp_var17_out_1y3: p-value = 1.0
delta_imp_trasp_var33_in_1y3: p-value = 0.7972191404815613
delta_imp_trasp_var33_out_1y3: p-value = 1.0
delta_num_reemb_var13_1y3: p-value = 0.9976062945522122
delta_num_reemb_var17_1y3: p-value = 0.9519547352199497
delta_num_reemb_var33_1y3: p-value = 1.0
delta_num_trasp_var17_in_1y3: p-value = 0.8837280698341536
delta_num_trasp_var17_out_1y3: p-value = 1.0
delta_num_trasp_var33_in_1y3: p-value = 0.7972191404815613
delta_num_trasp_var33_out_1y3: p-value = 1.0
imp_amort_var18_hace3: p-value = 1.0
imp_amort_var34_hace3: p-value = 1.0
imp_aport_var33_hace3: p-value = 0.9999998263847767
imp_aport_var33_ult1: p-value = 0.9978552625646517
imp_reemb_var13_hace3: p-value = 1.0
imp_reemb_var33_hace3: p-value = 1.0
imp_reemb_var33_ult1: p-value = 1.0
imp_trasp_var17_out_hace3: p-value = 1.0
imp_trasp_var33_out_hace3: p-value = 1.0
imp_trasp_var33_out_ult1: p-value = 1.0
ind_var7_emit_ult1: p-value = 1.0
ind_var7_recib_ult1: p-value = 0.8891660080420932
ind_var10_ult1: p-value = 0.004897422689756664
ind_var10cte_ult1: p-value = 0.01151372078211519
ind_var9_cte_ult1: p-value = 0.0372401111477634
ind_var9_ult1: p-value = 0.019867024237727137
ind_var43_emit_ult1: p-value = 0.06425061123471368
ind_var43_recib_ult1: p-value = 6.9559479667063546e-09
var21: p-value = 0.027697881651977257
num_var2_0_ult1: p-value = 1.0
num_var2_ult1: p-value = 1.0
num_aport_var13_hace3: p-value = 6.977302601273376e-11
num_aport_var13_ult1: p-value = 0.3594419776485726
num_aport_var17_hace3: p-value = 0.9236071505868617
num_aport_var17_ult1: p-value = 0.0004945621980054649
num_aport_var33_hace3: p-value = 0.8138660920627916
num_aport_var33_ult1: p-value = 0.8657070097338773
num_var7_emit_ult1: p-value = 1.0
num_var7_recib_ult1: p-value = 0.9814746508884933
num_compra_var44_hace3: p-value = 0.7246467796182923
num_compra_var44_ult1: p-value = 0.9964686188499128
num_ent_var16_ult1: p-value = 0.18090302471886294
num_var22_hace2: p-value = 9.387304248678168e-11
num_var22_hace3: p-value = 0.030306176261890423
num_var22_ult1: p-value = 6.052825409087975e-19
num_var22_ult3: p-value = 2.6632820192143792e-12
num_med_var22_ult3: p-value = 1.6266348230764975e-15
num_med_var45_ult3: p-value = 4.0496099376168034e-11
num_meses_var5_ult3: p-value = 0.0
num_meses_var8_ult3: p-value = 6.9163838153785285e-15
num_meses_var12_ult3: p-value = 8.416424376998275e-18
num_meses_var13_corto_ult3: p-value = 1.10046579371314e-19
num_meses_var13_largo_ult3: p-value = 5.055235834177644e-05
num_meses_var13_medio_ult3: p-value = 1.0
num_meses_var17_ult3: p-value = 0.280501926814726
num_meses_var29_ult3: p-value = 0.9021237777739638
num_meses_var33_ult3: p-value = 0.5768211184912795
num_meses_var39_vig_ult3: p-value = 4.356001860413663e-38
num_meses_var44_ult3: p-value = 0.25397591063356684
num_op_var39_comer_ult1: p-value = 0.046285322946966426
num_op_var39_comer_ult3: p-value = 0.2522230497835619
num_op_var40_comer_ult1: p-value = 0.7252425638615021
num_op_var40_comer_ult3: p-value = 0.9877975108057246
num_op_var40_efect_ult1: p-value = 4.837717202313761e-16
num_op_var40_efect_ult3: p-value = 6.303961771914128e-16
num_op_var41_comer_ult1: p-value = 0.010585261717586156
num_op_var41_comer_ult3: p-value = 0.05516952839454498
num_op_var41_efect_ult1: p-value = 7.316599694385066e-08
num_op_var41_efect_ult3: p-value = 4.586005228648783e-08
num_op_var39_efect_ult1: p-value = 3.2060720331950603e-11
num_op_var39_efect_ult3: p-value = 1.0381780972020934e-07
num_reemb_var13_hace3: p-value = 1.0
num_reemb_var13_ult1: p-value = 0.9976062945522122
num_reemb_var17_hace3: p-value = 1.0
num_reemb_var17_ult1: p-value = 4.903583877498316e-05
num_reemb_var33_hace3: p-value = 1.0
num_reemb_var33_ult1: p-value = 1.0
num_sal_var16_ult1: p-value = 0.07408855818104434
num_var43_emit_ult1: p-value = 0.0028730607650636892
num_var43_recib_ult1: p-value = 0.22368216040218958
num_trasp_var11_ult1: p-value = 0.7793608451091643
num_trasp_var17_in_hace3: p-value = 0.9596373838989267
num_trasp_var17_in_ult1: p-value = 1.0
num_trasp_var17_out_hace3: p-value = 1.0
num_trasp_var17_out_ult1: p-value = 1.0
num_trasp_var33_in_hace3: p-value = 1.0
num_trasp_var33_in_ult1: p-value = 0.9021237777739638
num_trasp_var33_out_hace3: p-value = 1.0
num_trasp_var33_out_ult1: p-value = 1.0
num_venta_var44_hace3: p-value = 0.9400704126543609
num_venta_var44_ult1: p-value = 0.9861978607414512
num_var45_hace2: p-value = 6.587474171613364e-19
num_var45_hace3: p-value = 4.155367316822416e-08
num_var45_ult1: p-value = 2.203230019743412e-13
num_var45_ult3: p-value = 1.0587522747735222e-12
saldo_var2_ult1: p-value = 1.0
saldo_medio_var13_medio_hace3: p-value = 1.0
saldo_medio_var13_medio_ult1: p-value = 0.9596373838989267
TARGET: p-value = 0.0
Variables to remove due to lack of significance (p-value >= 0.05):
['var3', 'ind_var1_0', 'ind_var2_0', 'ind_var2', 'ind_var6_0', 'ind_var6', 'ind_var13_medio_0', 'ind_var13_medio', 'ind_var14', 'ind_var17_0', 'ind_var17', 'ind_var18_0', 'ind_var18', 'ind_var27_0', 'ind_var28_0', 'ind_var28', 'ind_var27', 'ind_var29_0', 'ind_var29', 'ind_var32_cte', 'ind_var32_0', 'ind_var32', 'ind_var33_0', 'ind_var33', 'ind_var34_0', 'ind_var34', 'ind_var37_cte', 'ind_var37_0', 'ind_var37', 'ind_var40_0', 'ind_var41', 'ind_var44_0', 'ind_var44', 'ind_var46_0', 'ind_var46', 'num_var6_0', 'num_var6', 'num_var13_medio_0', 'num_var13_medio', 'num_var14', 'num_var17', 'num_var18_0', 'num_var18', 'num_op_var40_hace2', 'num_op_var40_hace3', 'num_op_var40_ult1', 'num_op_var40_ult3', 'num_op_var41_hace2', 'num_op_var41_hace3', 'num_op_var39_hace2', 'num_op_var39_hace3', 'num_var27_0', 'num_var28_0', 'num_var28', 'num_var27', 'num_var29_0', 'num_var29', 'num_var32_0', 'num_var32', 'num_var33_0', 'num_var33', 'num_var34_0', 'num_var34', 'num_var37_0', 'num_var37', 'num_var41', 'num_var44_0', 'num_var44', 'num_var46_0', 'num_var46', 'saldo_var13_medio', 'saldo_var18', 'saldo_var28', 'saldo_var27', 'saldo_var34', 'saldo_var41', 'saldo_var46', 'delta_imp_amort_var18_1y3', 'delta_imp_amort_var34_1y3', 'delta_imp_reemb_var13_1y3', 'delta_imp_reemb_var17_1y3', 'delta_imp_reemb_var33_1y3', 'delta_imp_trasp_var17_in_1y3', 'delta_imp_trasp_var17_out_1y3', 'delta_imp_trasp_var33_in_1y3', 'delta_imp_trasp_var33_out_1y3', 'delta_num_reemb_var13_1y3', 'delta_num_reemb_var17_1y3', 'delta_num_reemb_var33_1y3', 'delta_num_trasp_var17_in_1y3', 'delta_num_trasp_var17_out_1y3', 'delta_num_trasp_var33_in_1y3', 'delta_num_trasp_var33_out_1y3', 'imp_amort_var18_hace3', 'imp_amort_var34_hace3', 'imp_aport_var33_hace3', 'imp_aport_var33_ult1', 'imp_reemb_var13_hace3', 'imp_reemb_var33_hace3', 'imp_reemb_var33_ult1', 'imp_trasp_var17_out_hace3', 'imp_trasp_var33_out_hace3', 'imp_trasp_var33_out_ult1', 'ind_var7_emit_ult1', 'ind_var7_recib_ult1', 'ind_var43_emit_ult1', 'num_var2_0_ult1', 'num_var2_ult1', 'num_aport_var13_ult1', 'num_aport_var17_hace3', 'num_aport_var33_hace3', 'num_aport_var33_ult1', 'num_var7_emit_ult1', 'num_var7_recib_ult1', 'num_compra_var44_hace3', 'num_compra_var44_ult1', 'num_ent_var16_ult1', 'num_meses_var13_medio_ult3', 'num_meses_var17_ult3', 'num_meses_var29_ult3', 'num_meses_var33_ult3', 'num_meses_var44_ult3', 'num_op_var39_comer_ult3', 'num_op_var40_comer_ult1', 'num_op_var40_comer_ult3', 'num_op_var41_comer_ult3', 'num_reemb_var13_hace3', 'num_reemb_var13_ult1', 'num_reemb_var17_hace3', 'num_reemb_var33_hace3', 'num_reemb_var33_ult1', 'num_sal_var16_ult1', 'num_var43_recib_ult1', 'num_trasp_var11_ult1', 'num_trasp_var17_in_hace3', 'num_trasp_var17_in_ult1', 'num_trasp_var17_out_hace3', 'num_trasp_var17_out_ult1', 'num_trasp_var33_in_hace3', 'num_trasp_var33_in_ult1', 'num_trasp_var33_out_hace3', 'num_trasp_var33_out_ult1', 'num_venta_var44_hace3', 'num_venta_var44_ult1', 'saldo_var2_ult1', 'saldo_medio_var13_medio_hace3', 'saldo_medio_var13_medio_ult1']
Variables remaining after removal:
['ID', 'var15', 'imp_ent_var16_ult1', 'imp_op_var39_comer_ult1', 'imp_op_var39_comer_ult3', 'imp_op_var40_comer_ult1', 'imp_op_var40_comer_ult3', 'imp_op_var40_efect_ult1', 'imp_op_var40_efect_ult3', 'imp_op_var40_ult1', 'imp_op_var41_comer_ult1', 'imp_op_var41_comer_ult3', 'imp_op_var41_efect_ult1', 'imp_op_var41_efect_ult3', 'imp_op_var41_ult1', 'imp_op_var39_efect_ult1', 'imp_op_var39_efect_ult3', 'imp_op_var39_ult1', 'imp_sal_var16_ult1', 'ind_var1', 'ind_var5_0', 'ind_var5', 'ind_var8_0', 'ind_var8', 'ind_var12_0', 'ind_var12', 'ind_var13_0', 'ind_var13_corto_0', 'ind_var13_corto', 'ind_var13_largo_0', 'ind_var13_largo', 'ind_var13', 'ind_var14_0', 'ind_var19', 'ind_var20_0', 'ind_var20', 'ind_var24_0', 'ind_var24', 'ind_var25_cte', 'ind_var26_0', 'ind_var26_cte', 'ind_var26', 'ind_var25_0', 'ind_var25', 'ind_var30_0', 'ind_var30', 'ind_var31_0', 'ind_var31', 'ind_var39_0', 'ind_var40', 'ind_var41_0', 'ind_var39', 'num_var1_0', 'num_var1', 'num_var4', 'num_var5_0', 'num_var5', 'num_var8_0', 'num_var8', 'num_var12_0', 'num_var12', 'num_var13_0', 'num_var13_corto_0', 'num_var13_corto', 'num_var13_largo_0', 'num_var13_largo', 'num_var13', 'num_var14_0', 'num_var17_0', 'num_var20_0', 'num_var20', 'num_var24_0', 'num_var24', 'num_var26_0', 'num_var26', 'num_var25_0', 'num_var25', 'num_op_var41_ult1', 'num_op_var41_ult3', 'num_op_var39_ult1', 'num_op_var39_ult3', 'num_var30_0', 'num_var30', 'num_var31_0', 'num_var31', 'num_var35', 'num_var37_med_ult2', 'num_var39_0', 'num_var40_0', 'num_var40', 'num_var41_0', 'num_var39', 'num_var42_0', 'num_var42', 'saldo_var1', 'saldo_var5', 'saldo_var6', 'saldo_var8', 'saldo_var12', 'saldo_var13_corto', 'saldo_var13_largo', 'saldo_var13', 'saldo_var14', 'saldo_var17', 'saldo_var20', 'saldo_var24', 'saldo_var26', 'saldo_var25', 'saldo_var29', 'saldo_var30', 'saldo_var31', 'saldo_var32', 'saldo_var33', 'saldo_var37', 'saldo_var40', 'saldo_var42', 'saldo_var44', 'var36', 'delta_imp_aport_var13_1y3', 'delta_imp_aport_var17_1y3', 'delta_imp_aport_var33_1y3', 'delta_imp_compra_var44_1y3', 'delta_imp_venta_var44_1y3', 'delta_num_aport_var13_1y3', 'delta_num_aport_var17_1y3', 'delta_num_aport_var33_1y3', 'delta_num_compra_var44_1y3', 'delta_num_venta_var44_1y3', 'imp_amort_var18_ult1', 'imp_amort_var34_ult1', 'imp_aport_var13_hace3', 'imp_aport_var13_ult1', 'imp_aport_var17_hace3', 'imp_aport_var17_ult1', 'imp_var7_emit_ult1', 'imp_var7_recib_ult1', 'imp_compra_var44_hace3', 'imp_compra_var44_ult1', 'imp_reemb_var13_ult1', 'imp_reemb_var17_hace3', 'imp_reemb_var17_ult1', 'imp_var43_emit_ult1', 'imp_trans_var37_ult1', 'imp_trasp_var17_in_hace3', 'imp_trasp_var17_in_ult1', 'imp_trasp_var17_out_ult1', 'imp_trasp_var33_in_hace3', 'imp_trasp_var33_in_ult1', 'imp_venta_var44_hace3', 'imp_venta_var44_ult1', 'ind_var10_ult1', 'ind_var10cte_ult1', 'ind_var9_cte_ult1', 'ind_var9_ult1', 'ind_var43_recib_ult1', 'var21', 'num_aport_var13_hace3', 'num_aport_var17_ult1', 'num_var22_hace2', 'num_var22_hace3', 'num_var22_ult1', 'num_var22_ult3', 'num_med_var22_ult3', 'num_med_var45_ult3', 'num_meses_var5_ult3', 'num_meses_var8_ult3', 'num_meses_var12_ult3', 'num_meses_var13_corto_ult3', 'num_meses_var13_largo_ult3', 'num_meses_var39_vig_ult3', 'num_op_var39_comer_ult1', 'num_op_var40_efect_ult1', 'num_op_var40_efect_ult3', 'num_op_var41_comer_ult1', 'num_op_var41_efect_ult1', 'num_op_var41_efect_ult3', 'num_op_var39_efect_ult1', 'num_op_var39_efect_ult3', 'num_reemb_var17_ult1', 'num_var43_emit_ult1', 'num_var45_hace2', 'num_var45_hace3', 'num_var45_ult1', 'num_var45_ult3', 'saldo_medio_var5_hace2', 'saldo_medio_var5_hace3', 'saldo_medio_var5_ult1', 'saldo_medio_var5_ult3', 'saldo_medio_var8_hace2', 'saldo_medio_var8_hace3', 'saldo_medio_var8_ult1', 'saldo_medio_var8_ult3', 'saldo_medio_var12_hace2', 'saldo_medio_var12_hace3', 'saldo_medio_var12_ult1', 'saldo_medio_var12_ult3', 'saldo_medio_var13_corto_hace2', 'saldo_medio_var13_corto_hace3', 'saldo_medio_var13_corto_ult1', 'saldo_medio_var13_corto_ult3', 'saldo_medio_var13_largo_hace2', 'saldo_medio_var13_largo_hace3', 'saldo_medio_var13_largo_ult1', 'saldo_medio_var13_largo_ult3', 'saldo_medio_var13_medio_hace2', 'saldo_medio_var13_medio_ult3', 'saldo_medio_var17_hace2', 'saldo_medio_var17_hace3', 'saldo_medio_var17_ult1', 'saldo_medio_var17_ult3', 'saldo_medio_var29_hace2', 'saldo_medio_var29_hace3', 'saldo_medio_var29_ult1', 'saldo_medio_var29_ult3', 'saldo_medio_var33_hace2', 'saldo_medio_var33_hace3', 'saldo_medio_var33_ult1', 'saldo_medio_var33_ult3', 'saldo_medio_var44_hace2', 'saldo_medio_var44_hace3', 'saldo_medio_var44_ult1', 'saldo_medio_var44_ult3', 'var38', 'TARGET']
# Realizar la prueba de chi-cuadrado para las variables categóricas y la variable objetivo 'TARGET'
def chi_square_test(categorical_data, target):
chi2_results = {}
for column in categorical_data.columns:
contingency_table = pd.crosstab(categorical_data[column], target)
chi2, p_value, _, _ = chi2_contingency(contingency_table)
chi2_results[column] = p_value
return chi2_results
# Realizar la prueba de chi-cuadrado
chi2_results = chi_square_test(categorical_data, train['TARGET'])
# Filtrar las variables categóricas con p-value < 0.05
significant_columns = [column for column, p_value in chi2_results.items() if p_value < 0.05]
# Filtrar las variables significativas para la variable objetivo 'TARGET'
categorical_data_significant = categorical_data[significant_columns]
train_with_target = pd.concat([categorical_data_significant, train['TARGET']], axis=1)
# Crear una matriz de correlación utilizando la estadística de chi-cuadrado
# Primero, convertimos la variable TARGET a categorías
train_with_target['TARGET'] = train_with_target['TARGET'].astype('category')
correlation_matrix = pd.DataFrame(index=significant_columns, columns=['TARGET'])
for column in significant_columns:
contingency_table = pd.crosstab(train_with_target[column].iloc[:, 0] if train_with_target[column].ndim > 1 else train_with_target[column],
train_with_target['TARGET'].iloc[:, 0] if train_with_target['TARGET'].ndim > 1 else train_with_target['TARGET'])
chi2, p_value, _, _ = chi2_contingency(contingency_table)
correlation_matrix.loc[column, 'TARGET'] = chi2
correlation_matrix['TARGET'] = pd.to_numeric(correlation_matrix['TARGET'])
plt.figure(figsize=(10, 6))
sns.heatmap(correlation_matrix, annot=False, cmap="coolwarm", cbar_kws={'label': 'Chi-Square Statistic'}) # Set annot=False
plt.title('Correlation Matrix between Categorical Variables and TARGET')
plt.show()
Filtramos el conjunto de datos original para tener las variables categóricas y numericas en la data a modelar#
# Variables numéricas restantes después del análisis VIF
numerical_data = train[remaining_variables_after_vif]
remaining_categorical_variables = list(set(categorical_columns) - set(columns_to_remove))
# Variables categóricas restantes después del análisis Chi-cuadrado
categorical_data = train[remaining_categorical_variables]
train_cleaned_combined = pd.concat([numerical_data, categorical_data], axis=1)
print("\nVariables remaining after combining numeric and categorical variables:")
print(train_cleaned_combined.columns.tolist())
Variables remaining after combining numeric and categorical variables:
['imp_ent_var16_ult1', 'imp_op_var40_comer_ult1', 'imp_op_var40_comer_ult3', 'imp_op_var40_efect_ult1', 'imp_op_var40_efect_ult3', 'imp_op_var40_ult1', 'imp_op_var41_comer_ult1', 'imp_op_var41_comer_ult3', 'imp_op_var39_efect_ult1', 'imp_op_var39_efect_ult3', 'imp_sal_var16_ult1', 'saldo_var5', 'saldo_var8', 'saldo_var13_largo', 'saldo_var14', 'saldo_var25', 'saldo_var29', 'saldo_var33', 'saldo_var37', 'saldo_var40', 'saldo_var44', 'delta_imp_aport_var13_1y3', 'delta_imp_aport_var17_1y3', 'delta_imp_aport_var33_1y3', 'delta_imp_compra_var44_1y3', 'delta_imp_venta_var44_1y3', 'imp_amort_var18_ult1', 'imp_amort_var34_ult1', 'imp_aport_var13_hace3', 'imp_aport_var13_ult1', 'imp_aport_var17_ult1', 'imp_var7_emit_ult1', 'imp_var7_recib_ult1', 'imp_compra_var44_hace3', 'imp_reemb_var13_ult1', 'imp_reemb_var17_hace3', 'imp_reemb_var17_ult1', 'imp_var43_emit_ult1', 'imp_trans_var37_ult1', 'imp_trasp_var17_in_hace3', 'imp_trasp_var17_in_ult1', 'imp_trasp_var17_out_ult1', 'imp_trasp_var33_in_hace3', 'imp_trasp_var33_in_ult1', 'imp_venta_var44_hace3', 'imp_venta_var44_ult1', 'saldo_medio_var5_hace2', 'saldo_medio_var5_hace3', 'saldo_medio_var5_ult1', 'saldo_medio_var5_ult3', 'saldo_medio_var8_hace2', 'saldo_medio_var8_hace3', 'saldo_medio_var8_ult3', 'saldo_medio_var12_hace2', 'saldo_medio_var12_hace3', 'saldo_medio_var13_corto_hace3', 'saldo_medio_var13_corto_ult1', 'saldo_medio_var13_largo_hace2', 'saldo_medio_var13_largo_hace3', 'saldo_medio_var13_largo_ult1', 'saldo_medio_var13_medio_hace2', 'saldo_medio_var17_ult1', 'saldo_medio_var29_hace2', 'saldo_medio_var29_hace3', 'saldo_medio_var29_ult3', 'saldo_medio_var33_hace2', 'saldo_medio_var33_hace3', 'saldo_medio_var44_hace2', 'saldo_medio_var44_hace3', 'var38', 'num_var35', 'ind_var41_0', 'num_var13_corto', 'num_op_var41_ult1', 'num_var31', 'ind_var43_recib_ult1', 'num_var22_ult1', 'num_reemb_var17_ult1', 'ind_var26', 'num_var24_0', 'num_op_var41_efect_ult1', 'ind_var8', 'ind_var25_cte', 'num_var8_0', 'ind_var20', 'num_var26_0', 'num_var39_0', 'ind_var39_0', 'num_var17_0', 'num_var14_0', 'num_var30_0', 'ind_var40', 'num_var13_corto_0', 'num_meses_var13_largo_ult3', 'ind_var5', 'num_var39', 'num_meses_var12_ult3', 'num_var25_0', 'num_var8', 'num_meses_var8_ult3', 'num_var45_ult3', 'num_op_var39_efect_ult1', 'ind_var26_0', 'ind_var25_0', 'ind_var26_cte', 'num_aport_var13_hace3', 'num_var25', 'num_var13_largo', 'ind_var24_0', 'num_var4', 'num_meses_var39_vig_ult3', 'num_var22_hace2', 'var21', 'ind_var30', 'num_op_var41_comer_ult1', 'num_var12_0', 'ind_var24', 'num_var5', 'var15', 'num_op_var39_ult3', 'ind_var8_0', 'num_op_var39_efect_ult3', 'num_var13_0', 'ind_var13_0', 'num_var45_ult1', 'ind_var1', 'num_var42_0', 'num_var30', 'ind_var31', 'ind_var9_cte_ult1', 'ind_var25', 'ind_var13_largo_0', 'ind_var20_0', 'ind_var12_0', 'ind_var9_ult1', 'num_med_var45_ult3', 'num_var31_0', 'num_var45_hace2', 'num_var20_0', 'ind_var10cte_ult1', 'num_var13_largo_0', 'ind_var39', 'num_var1_0', 'num_op_var39_ult1', 'num_op_var40_efect_ult1', 'num_var13', 'num_var45_hace3', 'num_op_var40_efect_ult3', 'ind_var12', 'num_var40_0', 'num_op_var41_efect_ult3', 'num_var5_0', 'TARGET', 'num_var22_ult3', 'num_var1', 'num_op_var41_ult3', 'num_var40', 'ind_var31_0', 'ind_var30_0', 'ind_var13_corto', 'ind_var19', 'num_var22_hace3', 'num_meses_var5_ult3', 'ind_var13_corto_0', 'num_var42', 'ind_var13', 'num_var41_0', 'ind_var13_largo', 'ind_var14_0', 'num_var26', 'ind_var10_ult1', 'num_meses_var13_corto_ult3', 'num_var12', 'var36', 'num_var20', 'num_med_var22_ult3', 'num_var24', 'num_var43_emit_ult1', 'num_aport_var17_ult1', 'num_var37_med_ult2', 'num_op_var39_comer_ult1', 'ind_var5_0']
train_cleaned_combined.shape
(76020, 182)
type_counts = train_cleaned_combined.dtypes.value_counts().reset_index()
type_counts.columns = ['Type', 'Count']
print("\nVariable Types and Counts:")
type_counts
Variable Types and Counts:
| Type | Count | |
|---|---|---|
| 0 | object | 112 |
| 1 | float64 | 70 |
Análisis descriptivo#
Variable objetivo#
Se desea observar el conteo o distribución de la variable objetivo ‘TARGET’, por lo que a través de un diagrama de pie se interpreta que el 96% de las observaciones pertenecen a la categoría 0 (no positiva), mientras que solo el 3.96% pertenecen a la categoría 1 (positiva). Esto indica un fuerte desbalance en las clases, con una amplia mayoría en la clase 0, lo que podría requerir técnicas de balanceo como oversampling de la clase minoritaria o undersampling de la clase mayoritaria.
fig = make_subplots(rows=1, cols=2,
subplot_titles=('Conteo de categorías de TARGET', 'Proporción de categorías de TARGET'),
specs=[[{"type": "xy"}, {"type": "domain"}]]) # Define subplot types
# Gráfico de barras (Bar Plot)
fig.add_trace(
go.Bar(
x=train['TARGET'].value_counts().index,
y=train['TARGET'].value_counts().values,
marker=dict(color='lightblue'),
name='Bar Plot'
),
row=1, col=1
)
# Gráfico de pastel (Pie Chart)
fig.add_trace(
go.Pie(
labels=train['TARGET'].value_counts().index,
values=train['TARGET'].value_counts().values,
name='Pie Chart',
hole=0.3 # Hacer un gráfico de pastel con un agujero en el medio
),
row=1, col=2
)
# Actualizar los títulos y etiquetas
fig.update_layout(
title_text="Distribución de TARGET",
showlegend=True,
height=500,
width=1000,
)
# Mostrar el gráfico
fig.show()
Variables continuas#
Análisis Descriptivos#
El análisis estadístico revela comportamientos destacados en varias variables:
imp_ent_var16_ult1:
Media: 86.2, Mediana: 0. Alta dispersión (Desviación Estándar: 1614.76) y curtosis extrema (6321.02), sugiriendo valores atípicos significativos.
saldo_var5:
Media: 1028.47, Mediana: 3, Rango Intercuartílico: 90. Distribución sesgada con alta asimetría (26.98), indicando valores elevados concentrados en pocos casos.
imp_op_var40_efect_ult1:
Media: 0.41, Mediana: 0, Desviación Estándar: 30.6. Curtosis extremadamente alta (29,336.8) y asimetría (149.52), reflejando una gran concentración de valores nulos con algunos extremos.
var38:
Media: 117,236, Mediana: 106,409. Muy alta dispersión (Desviación Estándar: 182,665, Varianza: 3.33e+10), pero menos sesgada que otras variables (Asimetría: 51.27).
delta_imp_aport_var13_1y3:
Media: 4.87e+07, Mediana: 0. Altísima dispersión (Desviación Estándar: 6.96e+08) y curtosis elevada (200.46), indicando valores extremos recurrentes.
saldo_var29:
Media: 0.41, Mediana: 0. Desviación Estándar: 83.09 con curtosis elevada (45,822.1), lo que sugiere un comportamiento altamente disperso con valores extremos.
saldo_medio_var5_hace2:
Media: 1579.14, Mediana: 3, Rango Intercuartílico: 90. Alta dispersión y curtosis elevada (863.22), mostrando outliers significativos.
Estas variables presentan un fuerte desbalance, alta dispersión y concentración en valores nulos, acompañados de valores extremos.
Asimetría:
La mayoría de las variables presentan asimetrías positivas extremas, lo que indica distribuciones sesgadas hacia la derecha. Ejemplos notables incluyen:
imp_op_var40_efect_ult1(149.52): Valores extremadamente altos concentrados en pocos casos.saldo_var29(210.19): Fuerte sesgo con valores altos raros.imp_amort_var18_ult1(270.33): Sesgo extremo hacia valores altos.
Algunas variables tienen asimetrías más moderadas, como var38 (51.27), aunque sigue mostrando un sesgo considerable.
numerical_data = train_cleaned_combined.select_dtypes(include=['float64'])
# Calcular estadísticas descriptivas
summary_stats = pd.DataFrame()
summary_stats['Media'] = numerical_data.mean()
summary_stats['Mediana'] = numerical_data.median()
summary_stats['Desviación Estándar'] = numerical_data.std()
summary_stats['Varianza'] = numerical_data.var()
summary_stats['Rango Intercuartílico (RIQ)'] = numerical_data.quantile(0.75) - numerical_data.quantile(0.25)
summary_stats['Curtosis'] = numerical_data.apply(kurtosis)
summary_stats['Asimetría'] = numerical_data.apply(skew)
# Mostrar la tabla con tabulate
print(tabulate(summary_stats, headers='keys', tablefmt='grid', showindex=True))
+-------------------------------+------------------+-----------+-----------------------+------------------+-------------------------------+------------+-------------+
| | Media | Mediana | Desviación Estándar | Varianza | Rango Intercuartílico (RIQ) | Curtosis | Asimetría |
+===============================+==================+===========+=======================+==================+===============================+============+=============+
| imp_ent_var16_ult1 | 86.2083 | 0 | 1614.76 | 2.60744e+06 | 0 | 6321.02 | 67.2662 |
+-------------------------------+------------------+-----------+-----------------------+------------------+-------------------------------+------------+-------------+
| imp_op_var40_comer_ult1 | 3.55913 | 0 | 93.1557 | 8677.99 | 0 | 2787.5 | 45.8336 |
+-------------------------------+------------------+-----------+-----------------------+------------------+-------------------------------+------------+-------------+
| imp_op_var40_comer_ult3 | 6.4727 | 0 | 153.737 | 23635.1 | 0 | 1882.84 | 38.6712 |
+-------------------------------+------------------+-----------+-----------------------+------------------+-------------------------------+------------+-------------+
| imp_op_var40_efect_ult1 | 0.412946 | 0 | 30.6049 | 936.658 | 0 | 29336.8 | 149.526 |
+-------------------------------+------------------+-----------+-----------------------+------------------+-------------------------------+------------+-------------+
| imp_op_var40_efect_ult3 | 0.567352 | 0 | 36.5135 | 1333.24 | 0 | 16748.2 | 112.949 |
+-------------------------------+------------------+-----------+-----------------------+------------------+-------------------------------+------------+-------------+
| imp_op_var40_ult1 | 3.16072 | 0 | 95.2682 | 9076.03 | 0 | 3427.55 | 52.577 |
+-------------------------------+------------------+-----------+-----------------------+------------------+-------------------------------+------------+-------------+
| imp_op_var41_comer_ult1 | 68.8039 | 0 | 319.606 | 102148 | 0 | 143.013 | 9.22582 |
+-------------------------------+------------------+-----------+-----------------------+------------------+-------------------------------+------------+-------------+
| imp_op_var41_comer_ult3 | 113.057 | 0 | 512.155 | 262303 | 0 | 149.231 | 9.5468 |
+-------------------------------+------------------+-----------+-----------------------+------------------+-------------------------------+------------+-------------+
| imp_op_var39_efect_ult1 | 68.6181 | 0 | 535.474 | 286732 | 0 | 2292.63 | 36.2489 |
+-------------------------------+------------------+-----------+-----------------------+------------------+-------------------------------+------------+-------------+
| imp_op_var39_efect_ult3 | 113.792 | 0 | 953.579 | 909312 | 0 | 6619.23 | 61.4217 |
+-------------------------------+------------------+-----------+-----------------------+------------------+-------------------------------+------------+-------------+
| imp_sal_var16_ult1 | 5.47768 | 0 | 465.391 | 216589 | 0 | 37487 | 181.051 |
+-------------------------------+------------------+-----------+-----------------------+------------------+-------------------------------+------------+-------------+
| saldo_var5 | 1028.47 | 3 | 9852.14 | 9.70647e+07 | 90 | 1030.12 | 26.9858 |
+-------------------------------+------------------+-----------+-----------------------+------------------+-------------------------------+------------+-------------+
| saldo_var8 | 141.227 | 0 | 2515.66 | 6.32853e+06 | 0 | 3832.49 | 53.5085 |
+-------------------------------+------------------+-----------+-----------------------+------------------+-------------------------------+------------+-------------+
| saldo_var13_largo | 1493.68 | 0 | 20016.5 | 4.0066e+08 | 0 | 829.892 | 22.5298 |
+-------------------------------+------------------+-----------+-----------------------+------------------+-------------------------------+------------+-------------+
| saldo_var14 | 69.0962 | 0 | 2839.62 | 8.06344e+06 | 0 | 11750.1 | 93.5913 |
+-------------------------------+------------------+-----------+-----------------------+------------------+-------------------------------+------------+-------------+
| saldo_var25 | 72.7357 | 0 | 726.883 | 528358 | 0 | 2077.74 | 31.4861 |
+-------------------------------+------------------+-----------+-----------------------+------------------+-------------------------------+------------+-------------+
| saldo_var29 | 0.414475 | 0 | 83.0968 | 6905.08 | 0 | 45822.1 | 210.196 |
+-------------------------------+------------------+-----------+-----------------------+------------------+-------------------------------+------------+-------------+
| saldo_var33 | 12.5323 | 0 | 797.84 | 636548 | 0 | 15288.2 | 106.97 |
+-------------------------------+------------------+-----------+-----------------------+------------------+-------------------------------+------------+-------------+
| saldo_var37 | 36.9072 | 0 | 472.099 | 222877 | 0 | 7096.86 | 70.2051 |
+-------------------------------+------------------+-----------+-----------------------+------------------+-------------------------------+------------+-------------+
| saldo_var40 | 4.3686 | 0 | 113.969 | 12988.9 | 0 | 2208.43 | 42.1561 |
+-------------------------------+------------------+-----------+-----------------------+------------------+-------------------------------+------------+-------------+
| saldo_var44 | 96.3527 | 0 | 5218.43 | 2.7232e+07 | 0 | 11650.3 | 98.9258 |
+-------------------------------+------------------+-----------+-----------------------+------------------+-------------------------------+------------+-------------+
| delta_imp_aport_var13_1y3 | 4.86714e+07 | 0 | 6.95954e+08 | 4.84351e+17 | 0 | 200.464 | 14.229 |
+-------------------------------+------------------+-----------+-----------------------+------------------+-------------------------------+------------+-------------+
| delta_imp_aport_var17_1y3 | 5.13023e+06 | 0 | 2.26443e+08 | 5.12766e+16 | 0 | 1944.23 | 44.1161 |
+-------------------------------+------------------+-----------+-----------------------+------------------+-------------------------------+------------+-------------+
| delta_imp_aport_var33_1y3 | 131544 | 0 | 3.6269e+07 | 1.31544e+15 | 0 | 76015 | 275.712 |
+-------------------------------+------------------+-----------+-----------------------+------------------+-------------------------------+------------+-------------+
| delta_imp_compra_var44_1y3 | 9.2081e+06 | 0 | 3.03311e+08 | 9.19975e+16 | 0 | 1081 | 32.909 |
+-------------------------------+------------------+-----------+-----------------------+------------------+-------------------------------+------------+-------------+
| delta_imp_venta_var44_1y3 | 5.52486e+06 | 0 | 2.34987e+08 | 5.52188e+16 | 0 | 1805 | 42.5088 |
+-------------------------------+------------------+-----------+-----------------------+------------------+-------------------------------+------------+-------------+
| imp_amort_var18_ult1 | 0.231189 | 0 | 57.321 | 3285.69 | 0 | 73886.9 | 270.327 |
+-------------------------------+------------------+-----------+-----------------------+------------------+-------------------------------+------------+-------------+
| imp_amort_var34_ult1 | 0.0180513 | 0 | 4.09946 | 16.8056 | 0 | 67476.3 | 255.406 |
+-------------------------------+------------------+-----------+-----------------------+------------------+-------------------------------+------------+-------------+
| imp_aport_var13_hace3 | 2823.95 | 0 | 25334.5 | 6.41835e+08 | 0 | 193.612 | 12.4601 |
+-------------------------------+------------------+-----------+-----------------------+------------------+-------------------------------+------------+-------------+
| imp_aport_var13_ult1 | 619.585 | 0 | 11253 | 1.2663e+08 | 0 | 670.165 | 23.9055 |
+-------------------------------+------------------+-----------+-----------------------+------------------+-------------------------------+------------+-------------+
| imp_aport_var17_ult1 | 31.1053 | 0 | 2457.09 | 6.0373e+06 | 0 | 17956.5 | 123.531 |
+-------------------------------+------------------+-----------+-----------------------+------------------+-------------------------------+------------+-------------+
| imp_var7_emit_ult1 | 2.72145 | 0 | 554.249 | 307192 | 0 | 62784.7 | 244.219 |
+-------------------------------+------------------+-----------+-----------------------+------------------+-------------------------------+------------+-------------+
| imp_var7_recib_ult1 | 127.698 | 0 | 6369 | 4.05641e+07 | 0 | 11594.7 | 91.5933 |
+-------------------------------+------------------+-----------+-----------------------+------------------+-------------------------------+------------+-------------+
| imp_compra_var44_hace3 | 13.9646 | 0 | 1151.51 | 1.32598e+06 | 0 | 18549.6 | 124.559 |
+-------------------------------+------------------+-----------+-----------------------+------------------+-------------------------------+------------+-------------+
| imp_reemb_var13_ult1 | 46.1802 | 0 | 2859.74 | 8.17809e+06 | 0 | 10887.3 | 91.9333 |
+-------------------------------+------------------+-----------+-----------------------+------------------+-------------------------------+------------+-------------+
| imp_reemb_var17_hace3 | 0.15821 | 0 | 43.6213 | 1902.82 | 0 | 76015 | 275.712 |
+-------------------------------+------------------+-----------+-----------------------+------------------+-------------------------------+------------+-------------+
| imp_reemb_var17_ult1 | 12.5694 | 0 | 1093.13 | 1.19494e+06 | 0 | 15779 | 116.687 |
+-------------------------------+------------------+-----------+-----------------------+------------------+-------------------------------+------------+-------------+
| imp_var43_emit_ult1 | 854.121 | 0 | 14255.9 | 2.0323e+08 | 0 | 1754.09 | 35.4353 |
+-------------------------------+------------------+-----------+-----------------------+------------------+-------------------------------+------------+-------------+
| imp_trans_var37_ult1 | 1932.95 | 0 | 25355.7 | 6.42912e+08 | 0 | 2229.89 | 36.3182 |
+-------------------------------+------------------+-----------+-----------------------+------------------+-------------------------------+------------+-------------+
| imp_trasp_var17_in_hace3 | 1.87481 | 0 | 388.245 | 150734 | 0 | 53323.1 | 225.268 |
+-------------------------------+------------------+-----------+-----------------------+------------------+-------------------------------+------------+-------------+
| imp_trasp_var17_in_ult1 | 2.51268 | 0 | 508.969 | 259049 | 0 | 63195 | 245.25 |
+-------------------------------+------------------+-----------+-----------------------+------------------+-------------------------------+------------+-------------+
| imp_trasp_var17_out_ult1 | 1.91362 | 0 | 357.405 | 127739 | 0 | 37852.3 | 194.383 |
+-------------------------------+------------------+-----------+-----------------------+------------------+-------------------------------+------------+-------------+
| imp_trasp_var33_in_hace3 | 2.78977 | 0 | 323.814 | 104856 | 0 | 15841.1 | 122.851 |
+-------------------------------+------------------+-----------+-----------------------+------------------+-------------------------------+------------+-------------+
| imp_trasp_var33_in_ult1 | 0.314701 | 0 | 53.4081 | 2852.42 | 0 | 50702.3 | 215.447 |
+-------------------------------+------------------+-----------+-----------------------+------------------+-------------------------------+------------+-------------+
| imp_venta_var44_hace3 | 3.78714 | 0 | 811.976 | 659305 | 0 | 59785.2 | 238.694 |
+-------------------------------+------------------+-----------+-----------------------+------------------+-------------------------------+------------+-------------+
| imp_venta_var44_ult1 | 81.4338 | 0 | 11282.4 | 1.27293e+08 | 0 | 49060.3 | 212.534 |
+-------------------------------+------------------+-----------+-----------------------+------------------+-------------------------------+------------+-------------+
| saldo_medio_var5_hace2 | 1579.14 | 3 | 12148.5 | 1.47585e+08 | 90 | 863.221 | 22.4003 |
+-------------------------------+------------------+-----------+-----------------------+------------------+-------------------------------+------------+-------------+
| saldo_medio_var5_hace3 | 891.366 | 0.99 | 9888.6 | 9.77844e+07 | 12.2175 | 9124.95 | 70.0308 |
+-------------------------------+------------------+-----------+-----------------------+------------------+-------------------------------+------------+-------------+
| saldo_medio_var5_ult1 | 1077.26 | 3 | 9614.91 | 9.24464e+07 | 90 | 993.735 | 25.9748 |
+-------------------------------+------------------+-----------+-----------------------+------------------+-------------------------------+------------+-------------+
| saldo_medio_var5_ult3 | 1048.86 | 2.73 | 8189.95 | 6.70753e+07 | 83.79 | 1153.27 | 26.62 |
+-------------------------------+------------------+-----------+-----------------------+------------------+-------------------------------+------------+-------------+
| saldo_medio_var8_hace2 | 68.2755 | 0 | 1733.84 | 3.00619e+06 | 0 | 6661.19 | 69.7541 |
+-------------------------------+------------------+-----------+-----------------------+------------------+-------------------------------+------------+-------------+
| saldo_medio_var8_hace3 | 9.50529 | 0 | 519.389 | 269765 | 0 | 13595.3 | 106.212 |
+-------------------------------+------------------+-----------+-----------------------+------------------+-------------------------------+------------+-------------+
| saldo_medio_var8_ult3 | 110.027 | 0 | 1935.31 | 3.74541e+06 | 0 | 3303.89 | 49.1067 |
+-------------------------------+------------------+-----------+-----------------------+------------------+-------------------------------+------------+-------------+
| saldo_medio_var12_hace2 | 3997.02 | 0 | 37773.1 | 1.42681e+09 | 0 | 1340.12 | 26.3567 |
+-------------------------------+------------------+-----------+-----------------------+------------------+-------------------------------+------------+-------------+
| saldo_medio_var12_hace3 | 613.534 | 0 | 9292.75 | 8.63553e+07 | 0 | 1203.96 | 28.7102 |
+-------------------------------+------------------+-----------+-----------------------+------------------+-------------------------------+------------+-------------+
| saldo_medio_var13_corto_hace3 | 556.184 | 0 | 7182.64 | 5.15904e+07 | 0 | 563.859 | 20.9522 |
+-------------------------------+------------------+-----------+-----------------------+------------------+-------------------------------+------------+-------------+
| saldo_medio_var13_corto_ult1 | 4852.26 | 0 | 31886.6 | 1.01676e+09 | 0 | 86.7329 | 8.66614 |
+-------------------------------+------------------+-----------+-----------------------+------------------+-------------------------------+------------+-------------+
| saldo_medio_var13_largo_hace2 | 771.227 | 0 | 13082.2 | 1.71143e+08 | 0 | 824.575 | 25.0825 |
+-------------------------------+------------------+-----------+-----------------------+------------------+-------------------------------+------------+-------------+
| saldo_medio_var13_largo_hace3 | 162.17 | 0 | 4698.87 | 2.20794e+07 | 0 | 3965.6 | 53.5622 |
+-------------------------------+------------------+-----------+-----------------------+------------------+-------------------------------+------------+-------------+
| saldo_medio_var13_largo_ult1 | 956.95 | 0 | 16007 | 2.56223e+08 | 0 | 1680.17 | 31.4692 |
+-------------------------------+------------------+-----------+-----------------------+------------------+-------------------------------+------------+-------------+
| saldo_medio_var13_medio_hace2 | 0.175324 | 0 | 34.6255 | 1198.93 | 0 | 41782.3 | 202.266 |
+-------------------------------+------------------+-----------+-----------------------+------------------+-------------------------------+------------+-------------+
| saldo_medio_var17_ult1 | 131.032 | 0 | 14956.5 | 2.23698e+08 | 0 | 67226.7 | 252.532 |
+-------------------------------+------------------+-----------+-----------------------+------------------+-------------------------------+------------+-------------+
| saldo_medio_var29_hace2 | 0.213071 | 0 | 41.8204 | 1748.95 | 0 | 53246.5 | 224.543 |
+-------------------------------+------------------+-----------+-----------------------+------------------+-------------------------------+------------+-------------+
| saldo_medio_var29_hace3 | 0.00191002 | 0 | 0.526626 | 0.277335 | 0 | 76015 | 275.712 |
+-------------------------------+------------------+-----------+-----------------------+------------------+-------------------------------+------------+-------------+
| saldo_medio_var29_ult3 | 0.18663 | 0 | 31.8794 | 1016.3 | 0 | 40311.5 | 192.723 |
+-------------------------------+------------------+-----------+-----------------------+------------------+-------------------------------+------------+-------------+
| saldo_medio_var33_hace2 | 7.93582 | 0 | 455.887 | 207833 | 0 | 6274.24 | 74.0573 |
+-------------------------------+------------------+-----------+-----------------------+------------------+-------------------------------+------------+-------------+
| saldo_medio_var33_hace3 | 1.36515 | 0 | 113.96 | 12986.8 | 0 | 17509.6 | 120.878 |
+-------------------------------+------------------+-----------+-----------------------+------------------+-------------------------------+------------+-------------+
| saldo_medio_var44_hace2 | 31.5053 | 0 | 2013.13 | 4.05267e+06 | 0 | 30351.7 | 151.916 |
+-------------------------------+------------------+-----------+-----------------------+------------------+-------------------------------+------------+-------------+
| saldo_medio_var44_hace3 | 1.85857 | 0 | 147.787 | 21840.9 | 0 | 16767.1 | 120.065 |
+-------------------------------+------------------+-----------+-----------------------+------------------+-------------------------------+------------+-------------+
| var38 | 117236 | 106409 | 182665 | 3.33664e+10 | 50885.6 | 4219.6 | 51.2735 |
+-------------------------------+------------------+-----------+-----------------------+------------------+-------------------------------+------------+-------------+
Análisis Univariado#
Desbalance en las distribuciones: La mayoría de las variables presentan distribuciones con sesgo positivo, confirmando que una pequeña proporción de valores elevados domina frente a la gran cantidad de observaciones bajas.
Concentración de valores cercanos a cero: La mayoría de las variables tienen distribuciones altamente sesgadas, con valores mayoritariamente concentrados cerca de cero (eje y con conteos elevados en estos rangos). Ejemplos notables incluyen
imp_ent_var16_ult1,imp_op_var40_comer_ult1, yimp_op_var40_efect_ult1.
floating_columns = train_cleaned_combined.select_dtypes(include=['float64']).columns[:10]
fig = sp.make_subplots(rows=2, cols=5, subplot_titles=floating_columns)
for i, column in enumerate(floating_columns):
row = i // 5 + 1
col = i % 5 + 1
hist = Histogram(x=train_cleaned_combined[column], nbinsx=20, name=column)
fig.add_trace(hist, row=row, col=col)
fig.update_layout(
height=800, # Ajustar el tamaño
width=1000,
title_text="Distribución de las Primeras 10 Variables Flotantes",
showlegend=False,
title_x=0.5,
title_y=0.98,
font=dict(size=12), # Reducir tamaño de la fuente
margin=dict(t=50, b=50, l=50, r=50) # Añadir márgenes
)
for i in range(len(fig.layout.annotations)):
fig.layout.annotations[i].font.size = 10
fig.update_xaxes(tickangle=-45, showticklabels=True) # Aplicar showticklabels y tickangle al eje X
fig.update_yaxes(showticklabels=True) # Aplicar showticklabels al eje Y
# Mostrar el gráfico
fig.show()
Distribuciones altamente concentradas en valores bajos: La mayoría de las variables, como
imp_ent_var16_ult1,imp_op_var40_comer_ult1yimp_op_var40_efect_ult1, presentan distribuciones donde más del 95% de los datos se encuentran en valores cercanos a cero, lo que sugiere un comportamiento sesgado y desbalanceado.Valores extremos y dispersión: Algunas variables, como
imp_op_var41_comer_ult1yimp_op_var39_efect_ult3, muestran la presencia de valores extremos, lo que incrementa la dispersión y provoca colas largas en las distribuciones.
import plotly.graph_objects as go
import plotly.subplots as sp
floating_columns_2 = train_cleaned_combined.select_dtypes(include=['float64']).columns[10:20]
subplot_titles = [
f"<b>{col}</b>" # Using HTML for bolding
for col in floating_columns_2
]
fig = sp.make_subplots(rows=2, cols=5, subplot_titles=subplot_titles)
for i, column in enumerate(floating_columns_2):
row = i // 5 + 1
col = i % 5 + 1
box_plot = go.Box(y=train_cleaned_combined[column], name=column)
fig.add_trace(box_plot, row=row, col=col)
fig.update_layout(
height=800, # Ajustar el tamaño
width=1000,
title_text="Diagrama de Cajas y Bigotes de las Variables Flotantes",
showlegend=False,
title_x=0.5,
title_y=0.98,
font=dict(size=12), # Reducir tamaño de la fuente
margin=dict(t=50, b=50, l=50, r=50), # Añadir márgenes
)
fig.update_xaxes(showticklabels=True, tickangle=-45)
fig.update_yaxes(showticklabels=True, tickangle=0)
for annotation in fig['layout']['annotations']:
annotation['font'] = dict(size=10)
fig.show()
Densidad de valores bajos: La mayoría de las variables, como
imp_ent_var16_ult1yimp_op_var40_comer_ult1, muestran un alto número de observaciones cercanas a 0. Esto indica que estas variables tienen poca variabilidad en la mayor parte de los datos.Presencia de valores atípicos: Varias variables, como
imp_op_var41_comer_ult1yimp_op_var39_efect_ult3, exhiben valores extremos que no están dentro del rango típico de la distribución. Estos valores pueden tener un impacto significativo en métricas como la media y la varianza.
floating_columns_3 = train_cleaned_combined.select_dtypes(include=['float64']).columns[20:30]
fig = sp.make_subplots(rows=2, cols=5, subplot_titles=floating_columns_3)
for i, column in enumerate(floating_columns_3):
row = i // 5 + 1
col = i % 5 + 1
violin_plot = go.Violin(y=train_cleaned_combined[column], box_visible=True, line_color='purple', name=column)
fig.add_trace(violin_plot, row=row, col=col)
fig.update_xaxes(showticklabels=True, tickangle=-45, row=row, col=col) # Mostrar y rotar etiquetas del eje X
fig.update_yaxes(showticklabels=True, row=row, col=col) # Mostrar etiquetas del eje Y
fig.update_layout(
height=800, # Ajustar el tamaño
width=1000,
title_text="Diagrama de Violín de las Variables Flotantes",
showlegend=False,
title_x=0.5,
title_y=0.98,
font=dict(size=12), # Reducir tamaño de la fuente
margin=dict(t=50, b=50, l=50, r=50) # Añadir márgenes
)
for i in range(len(floating_columns_3)):
fig.layout.annotations[i].update(font_size=10)
fig.show()
Distribución Sesgada
La mayoría de las variables presentan una distribución altamente sesgada hacia valores cercanos a 0.
Esto sugiere que los valores mayores a 0 son casos atípicos o representan un subconjunto específico de los datos.
Pocos Valores Grandes
Algunas variables tienen valores extremos que alcanzan cifras muy altas (por ejemplo, en el rango de cientos de miles o millones).
floating_columns_4 = train_cleaned_combined.select_dtypes(include=['float64']).columns[30:40]
fig = sp.make_subplots(rows=2, cols=5, subplot_titles=floating_columns_4)
for i, column in enumerate(floating_columns_4):
row = i // 5 + 1
col = i % 5 + 1
density_plot = go.Histogram(
x=train_cleaned_combined[column],
histnorm='density',
name=column,
nbinsx=50,
opacity=0.7,
marker_color='lightblue', # Color de relleno de las barras
marker_line_color='blue', # Color del borde de las barras
marker_line_width=1 # Ancho del borde de las barras
)
fig.add_trace(density_plot, row=row, col=col)
fig.update_layout(
height=800, # Ajustar el tamaño
width=1000,
title_text="Diagrama de Densidad de las Variables Flotantes",
showlegend=False,
title_x=0.5,
title_y=0.98,
font=dict(size=12), # Reducir tamaño de la fuente
margin=dict(t=50, b=50, l=50, r=50) # Añadir márgenes
)
fig.update_xaxes(showticklabels=True, tickangle=-45)
fig.update_yaxes(showticklabels=True, tickangle=0)
for annotation in fig['layout']['annotations']:
annotation['font'] = dict(size=10)
fig.show()
Análisis bivariado#
variables = ['imp_ent_var16_ult1', 'imp_op_var40_comer_ult1', 'imp_op_var40_comer_ult3', 'imp_op_var40_efect_ult1', 'imp_op_var40_efect_ult3', 'imp_op_var40_ult1', 'imp_op_var41_comer_ult1', 'imp_op_var41_comer_ult3', 'imp_op_var39_efect_ult1', 'imp_op_var39_efect_ult3', 'imp_sal_var16_ult1', 'saldo_var5', 'saldo_var8', 'saldo_var13_largo', 'saldo_var14', 'saldo_var25', 'saldo_var29', 'saldo_var33', 'saldo_var37', 'saldo_var40', 'saldo_var44', 'delta_imp_aport_var13_1y3', 'delta_imp_aport_var17_1y3', 'delta_imp_aport_var33_1y3', 'delta_imp_compra_var44_1y3', 'delta_imp_venta_var44_1y3', 'imp_amort_var18_ult1', 'imp_amort_var34_ult1', 'imp_aport_var13_hace3', 'imp_aport_var13_ult1', 'imp_aport_var17_ult1', 'imp_var7_emit_ult1', 'imp_var7_recib_ult1', 'imp_compra_var44_hace3', 'imp_reemb_var13_ult1', 'imp_reemb_var17_hace3', 'imp_reemb_var17_ult1', 'imp_var43_emit_ult1', 'imp_trans_var37_ult1', 'imp_trasp_var17_in_hace3', 'imp_trasp_var17_in_ult1', 'imp_trasp_var17_out_ult1', 'imp_trasp_var33_in_hace3', 'imp_trasp_var33_in_ult1', 'imp_venta_var44_hace3', 'imp_venta_var44_ult1', 'saldo_medio_var5_hace2', 'saldo_medio_var5_hace3', 'saldo_medio_var5_ult1', 'saldo_medio_var5_ult3', 'saldo_medio_var8_hace2', 'saldo_medio_var8_hace3', 'saldo_medio_var8_ult3', 'saldo_medio_var12_hace2', 'saldo_medio_var12_hace3', 'saldo_medio_var13_corto_hace3', 'saldo_medio_var13_corto_ult1', 'saldo_medio_var13_largo_hace2', 'saldo_medio_var13_largo_hace3', 'saldo_medio_var13_largo_ult1', 'saldo_medio_var13_medio_hace2', 'saldo_medio_var17_ult1', 'saldo_medio_var29_hace2', 'saldo_medio_var29_hace3', 'saldo_medio_var29_ult3', 'saldo_medio_var33_hace2', 'saldo_medio_var33_hace3', 'saldo_medio_var44_hace2', 'saldo_medio_var44_hace3', 'var38', 'num_var35', 'ind_var41_0', 'num_var13_corto', 'num_op_var41_ult1', 'num_var31', 'ind_var43_recib_ult1', 'num_var22_ult1', 'num_reemb_var17_ult1', 'ind_var26', 'num_var24_0', 'num_op_var41_efect_ult1', 'ind_var8', 'ind_var25_cte', 'num_var8_0', 'ind_var20', 'num_var26_0', 'num_var39_0', 'ind_var39_0', 'num_var17_0', 'num_var14_0', 'num_var30_0', 'ind_var40', 'num_var13_corto_0', 'num_meses_var13_largo_ult3', 'ind_var5', 'num_var39', 'num_meses_var12_ult3', 'num_var25_0', 'num_var8', 'num_meses_var8_ult3', 'num_var45_ult3', 'num_op_var39_efect_ult1', 'ind_var26_0', 'ind_var25_0', 'ind_var26_cte', 'num_aport_var13_hace3', 'num_var25', 'num_var13_largo', 'ind_var24_0', 'num_var4', 'num_meses_var39_vig_ult3', 'num_var22_hace2', 'var21', 'ind_var30', 'num_op_var41_comer_ult1', 'num_var12_0', 'ind_var24', 'num_var5', 'var15', 'num_op_var39_ult3', 'ind_var8_0', 'num_op_var39_efect_ult3', 'num_var13_0', 'ind_var13_0', 'num_var45_ult1', 'ind_var1', 'num_var42_0', 'num_var30', 'ind_var31', 'ind_var9_cte_ult1', 'ind_var25', 'ind_var13_largo_0', 'ind_var20_0', 'ind_var12_0', 'ind_var9_ult1', 'num_med_var45_ult3', 'num_var31_0', 'num_var45_hace2', 'num_var20_0', 'ind_var10cte_ult1', 'num_var13_largo_0', 'ind_var39', 'num_var1_0', 'num_op_var39_ult1', 'num_op_var40_efect_ult1', 'num_var13', 'num_var45_hace3', 'num_op_var40_efect_ult3', 'ind_var12', 'num_var40_0', 'num_op_var41_efect_ult3', 'num_var5_0', 'TARGET', 'num_var22_ult3', 'num_var1', 'num_op_var41_ult3', 'num_var40', 'ind_var31_0', 'ind_var30_0', 'ind_var13_corto', 'ind_var19', 'num_var22_hace3', 'num_meses_var5_ult3', 'ind_var13_corto_0', 'num_var42', 'ind_var13', 'num_var41_0', 'ind_var13_largo', 'ind_var14_0', 'num_var26', 'ind_var10_ult1', 'num_meses_var13_corto_ult3', 'num_var12', 'var36', 'num_var20', 'num_med_var22_ult3', 'num_var24', 'num_var43_emit_ult1', 'num_aport_var17_ult1', 'num_var37_med_ult2', 'num_op_var39_comer_ult1', 'ind_var5_0']
train_cleaned_combined = train[variables] # Conjunto de entrenamiento (contiene 'TARGET')
# Contar las variables de tipo numérico (flotante) y categórico (objeto)
numeric_vars = train_cleaned_combined.select_dtypes(include=['float64', 'int64']).columns
categorical_vars = train_cleaned_combined.select_dtypes(include=['category', 'object']).columns
# Mostrar el número de variables de cada tipo
print(f'Número de variables numéricas: {len(numeric_vars)}')
print(f'Número de variables categóricas: {len(categorical_vars)}')
Número de variables numéricas: 182
Número de variables categóricas: 0
type_counts = train_cleaned_combined.dtypes.value_counts().reset_index()
type_counts.columns = ['Type', 'Count']
print("\nVariable Types and Counts:")
type_counts
Variable Types and Counts:
| Type | Count | |
|---|---|---|
| 0 | int64 | 112 |
| 1 | float64 | 70 |
Correlaciones numéricas
Aunque hay puntos dispersos, no parece haber una relación lineal clara entre las variables, ya que no se observa una tendencia definida en la nube de puntos. Valores atípicos:
Existen registros con valores extremadamente altos en imp_venta_var44_hace3 (alrededor de 200,000) y imp_trasp_var33_in_ult1 (superiores a 10,000). Estos valores podrían estar influyendo en cualquier cálculo de correlación.
floating_columns_5 = train_cleaned_combined.select_dtypes(include=['float64']).columns[40:45]
# Iteramos a través de las combinaciones de columnas para hacer un scatter plot de cada par
for i in range(len(floating_columns_5)):
for j in range(i+1, len(floating_columns_5)):
# Creamos un scatter plot para cada par de variables
fig = px.scatter(train_cleaned_combined,
x=floating_columns_5[i],
y=floating_columns_5[j],
color='TARGET', # Color por la variable TARGET
labels={floating_columns_5[i]: f'{floating_columns_5[i]}',
floating_columns_5[j]: f'{floating_columns_5[j]}',
'TARGET': 'Categoría TARGET'},
title=f'Correlación entre {floating_columns_5[i]} y {floating_columns_5[j]}')
# Mostrar el gráfico
fig.show()
Las gráficas muestran correlaciones positivas moderadas entre las variables relacionadas con los saldos medios (saldo_medio_var5 en diferentes periodos). La mayoría de los datos están concentrados en valores bajos (0 a 100k), con presencia de outliers significativos que alcanzan valores de hasta 1.6M.
Las variables están relacionadas de forma lineal moderada, con una posible correlación entre 0.4 y 0.7. Los datos presentan una alta concentración cerca de valores bajos, pero los valores extremos generan dispersión adicional.
Correlación entre
saldo_medio_var5_ult1ysaldo_medio_var5_ult3
Existe una correlación positiva moderada, donde valores más altos en saldo_medio_var5_ult1 tienden a asociarse con valores más altos en saldo_medio_var5_ult3.
Los puntos están concentrados en el rango bajo (0 a 100k), indicando que la mayoría de los registros tienen saldos pequeños en ambos periodos. Sin embargo, hay valores atípicos (outliers) que superan los 500k, representando casos excepcionales.
Aunque hay una relación positiva, la dispersión sugiere que no todos los valores altos en una variable están completamente alineados con valores altos en la otra.
floating_columns_5 = train_cleaned_combined.select_dtypes(include=['float64']).columns[46:50]
for i in range(len(floating_columns_5)):
for j in range(i+1, len(floating_columns_5)):
# Creamos un scatter plot para cada par de variables
fig = px.scatter(train_cleaned_combined,
x=floating_columns_5[i],
y=floating_columns_5[j],
color='TARGET', # Color por la variable TARGET
labels={floating_columns_5[i]: f'{floating_columns_5[i]}',
floating_columns_5[j]: f'{floating_columns_5[j]}',
'TARGET': 'Categoría TARGET'},
title=f'Correlación entre {floating_columns_5[i]} y {floating_columns_5[j]}')
# Mostrar el gráfico
fig.show()
Variables categóricas#
Análisis descriptivo#
# Seleccionar las variables categóricas
categorical_data = train_cleaned_combined.select_dtypes(include=['object', 'category'])
# Calcular estadísticas descriptivas para las variables categóricas
categorical_summary = pd.DataFrame()
categorical_summary['Valores Únicos'] = categorical_data.nunique()
categorical_summary['Categoría Más Común'] = categorical_data.mode().iloc[0]
categorical_summary['Frecuencia de la Categoría Más Común'] = categorical_data.apply(lambda x: x.value_counts().iloc[0])
categorical_summary['Conteo Total'] = categorical_data.count()
categorical_summary['Proporción de la Categoría Más Común'] = categorical_data.apply(lambda x: x.value_counts(normalize=True).iloc[0])
# Mostrar la tabla con tabulate
print(tabulate(categorical_summary, headers='keys', tablefmt='grid', showindex=True))
+----------------------------+------------------+-----------------------+----------------------------------------+----------------+----------------------------------------+
| | Valores Únicos | Categoría Más Común | Frecuencia de la Categoría Más Común | Conteo Total | Proporción de la Categoría Más Común |
+============================+==================+=======================+========================================+================+========================================+
| num_var35 | 13 | 3 | 37921 | 76020 | 0.498829 |
+----------------------------+------------------+-----------------------+----------------------------------------+----------------+----------------------------------------+
| ind_var41_0 | 2 | 1 | 66843 | 76020 | 0.879282 |
+----------------------------+------------------+-----------------------+----------------------------------------+----------------+----------------------------------------+
| num_var13_corto | 3 | 0 | 72867 | 76020 | 0.958524 |
+----------------------------+------------------+-----------------------+----------------------------------------+----------------+----------------------------------------+
| num_op_var41_ult1 | 68 | 0 | 64388 | 76020 | 0.846988 |
+----------------------------+------------------+-----------------------+----------------------------------------+----------------+----------------------------------------+
| num_var31 | 9 | 0 | 75741 | 76020 | 0.99633 |
+----------------------------+------------------+-----------------------+----------------------------------------+----------------+----------------------------------------+
| ind_var43_recib_ult1 | 2 | 0 | 66190 | 76020 | 0.870692 |
+----------------------------+------------------+-----------------------+----------------------------------------+----------------+----------------------------------------+
| num_var22_ult1 | 18 | 0 | 67953 | 76020 | 0.893883 |
+----------------------------+------------------+-----------------------+----------------------------------------+----------------+----------------------------------------+
| num_reemb_var17_ult1 | 5 | 0 | 76000 | 76020 | 0.999737 |
+----------------------------+------------------+-----------------------+----------------------------------------+----------------+----------------------------------------+
| ind_var26 | 2 | 0 | 74147 | 76020 | 0.975362 |
+----------------------------+------------------+-----------------------+----------------------------------------+----------------+----------------------------------------+
| num_var24_0 | 4 | 0 | 72799 | 76020 | 0.95763 |
+----------------------------+------------------+-----------------------+----------------------------------------+----------------+----------------------------------------+
| num_op_var41_efect_ult1 | 25 | 0 | 69336 | 76020 | 0.912076 |
+----------------------------+------------------+-----------------------+----------------------------------------+----------------+----------------------------------------+
| ind_var8 | 2 | 0 | 73846 | 76020 | 0.971402 |
+----------------------------+------------------+-----------------------+----------------------------------------+----------------+----------------------------------------+
| ind_var25_cte | 2 | 0 | 74011 | 76020 | 0.973573 |
+----------------------------+------------------+-----------------------+----------------------------------------+----------------+----------------------------------------+
| num_var8_0 | 3 | 0 | 73524 | 76020 | 0.967167 |
+----------------------------+------------------+-----------------------+----------------------------------------+----------------+----------------------------------------+
| ind_var20 | 2 | 0 | 75815 | 76020 | 0.997303 |
+----------------------------+------------------+-----------------------+----------------------------------------+----------------+----------------------------------------+
| num_var26_0 | 9 | 0 | 74147 | 76020 | 0.975362 |
+----------------------------+------------------+-----------------------+----------------------------------------+----------------+----------------------------------------+
| num_var39_0 | 9 | 3 | 65013 | 76020 | 0.855209 |
+----------------------------+------------------+-----------------------+----------------------------------------+----------------+----------------------------------------+
| ind_var39_0 | 2 | 1 | 66955 | 76020 | 0.880755 |
+----------------------------+------------------+-----------------------+----------------------------------------+----------------+----------------------------------------+
| num_var17_0 | 11 | 0 | 75883 | 76020 | 0.998198 |
+----------------------------+------------------+-----------------------+----------------------------------------+----------------+----------------------------------------+
| num_var14_0 | 5 | 0 | 74222 | 76020 | 0.976348 |
+----------------------------+------------------+-----------------------+----------------------------------------+----------------+----------------------------------------+
| num_var30_0 | 11 | 3 | 68086 | 76020 | 0.895633 |
+----------------------------+------------------+-----------------------+----------------------------------------+----------------+----------------------------------------+
| ind_var40 | 2 | 0 | 75737 | 76020 | 0.996277 |
+----------------------------+------------------+-----------------------+----------------------------------------+----------------+----------------------------------------+
| num_var13_corto_0 | 3 | 0 | 72756 | 76020 | 0.957064 |
+----------------------------+------------------+-----------------------+----------------------------------------+----------------+----------------------------------------+
| num_meses_var13_largo_ult3 | 4 | 0 | 75477 | 76020 | 0.992857 |
+----------------------------+------------------+-----------------------+----------------------------------------+----------------+----------------------------------------+
| ind_var5 | 2 | 1 | 50459 | 76020 | 0.66376 |
+----------------------------+------------------+-----------------------+----------------------------------------+----------------+----------------------------------------+
| num_var39 | 2 | 0 | 75737 | 76020 | 0.996277 |
+----------------------------+------------------+-----------------------+----------------------------------------+----------------+----------------------------------------+
| num_meses_var12_ult3 | 4 | 0 | 72537 | 76020 | 0.954183 |
+----------------------------+------------------+-----------------------+----------------------------------------+----------------+----------------------------------------+
| num_var25_0 | 9 | 0 | 74223 | 76020 | 0.976361 |
+----------------------------+------------------+-----------------------+----------------------------------------+----------------+----------------------------------------+
| num_var8 | 2 | 0 | 73846 | 76020 | 0.971402 |
+----------------------------+------------------+-----------------------+----------------------------------------+----------------+----------------------------------------+
| num_meses_var8_ult3 | 4 | 0 | 73805 | 76020 | 0.970863 |
+----------------------------+------------------+-----------------------+----------------------------------------+----------------+----------------------------------------+
| num_var45_ult3 | 172 | 0 | 38356 | 76020 | 0.504551 |
+----------------------------+------------------+-----------------------+----------------------------------------+----------------+----------------------------------------+
| num_op_var39_efect_ult1 | 26 | 0 | 69325 | 76020 | 0.911931 |
+----------------------------+------------------+-----------------------+----------------------------------------+----------------+----------------------------------------+
| ind_var26_0 | 2 | 0 | 74147 | 76020 | 0.975362 |
+----------------------------+------------------+-----------------------+----------------------------------------+----------------+----------------------------------------+
| ind_var25_0 | 2 | 0 | 74223 | 76020 | 0.976361 |
+----------------------------+------------------+-----------------------+----------------------------------------+----------------+----------------------------------------+
| ind_var26_cte | 2 | 0 | 73925 | 76020 | 0.972441 |
+----------------------------+------------------+-----------------------+----------------------------------------+----------------+----------------------------------------+
| num_aport_var13_hace3 | 8 | 0 | 74314 | 76020 | 0.977559 |
+----------------------------+------------------+-----------------------+----------------------------------------+----------------+----------------------------------------+
| num_var25 | 9 | 0 | 74223 | 76020 | 0.976361 |
+----------------------------+------------------+-----------------------+----------------------------------------+----------------+----------------------------------------+
| num_var13_largo | 7 | 0 | 75260 | 76020 | 0.990003 |
+----------------------------+------------------+-----------------------+----------------------------------------+----------------+----------------------------------------+
| ind_var24_0 | 2 | 0 | 72799 | 76020 | 0.95763 |
+----------------------------+------------------+-----------------------+----------------------------------------+----------------+----------------------------------------+
| num_var4 | 8 | 1 | 38147 | 76020 | 0.501802 |
+----------------------------+------------------+-----------------------+----------------------------------------+----------------+----------------------------------------+
| num_meses_var39_vig_ult3 | 4 | 2 | 54536 | 76020 | 0.71739 |
+----------------------------+------------------+-----------------------+----------------------------------------+----------------+----------------------------------------+
| num_var22_hace2 | 22 | 0 | 60541 | 76020 | 0.796383 |
+----------------------------+------------------+-----------------------+----------------------------------------+----------------+----------------------------------------+
| var21 | 24 | 0 | 75152 | 76020 | 0.988582 |
+----------------------------+------------------+-----------------------+----------------------------------------+----------------+----------------------------------------+
| ind_var30 | 2 | 1 | 55710 | 76020 | 0.732833 |
+----------------------------+------------------+-----------------------+----------------------------------------+----------------+----------------------------------------+
| num_op_var41_comer_ult1 | 60 | 0 | 66226 | 76020 | 0.871165 |
+----------------------------+------------------+-----------------------+----------------------------------------+----------------+----------------------------------------+
| num_var12_0 | 6 | 0 | 70887 | 76020 | 0.932478 |
+----------------------------+------------------+-----------------------+----------------------------------------+----------------+----------------------------------------+
| ind_var24 | 2 | 0 | 73140 | 76020 | 0.962115 |
+----------------------------+------------------+-----------------------+----------------------------------------+----------------+----------------------------------------+
| num_var5 | 5 | 3 | 50265 | 76020 | 0.661208 |
+----------------------------+------------------+-----------------------+----------------------------------------+----------------+----------------------------------------+
| var15 | 100 | 23 | 20170 | 76020 | 0.265325 |
+----------------------------+------------------+-----------------------+----------------------------------------+----------------+----------------------------------------+
| num_op_var39_ult3 | 99 | 0 | 62244 | 76020 | 0.818785 |
+----------------------------+------------------+-----------------------+----------------------------------------+----------------+----------------------------------------+
| ind_var8_0 | 2 | 0 | 73524 | 76020 | 0.967167 |
+----------------------------+------------------+-----------------------+----------------------------------------+----------------+----------------------------------------+
| num_op_var39_efect_ult3 | 40 | 0 | 67360 | 76020 | 0.886083 |
+----------------------------+------------------+-----------------------+----------------------------------------+----------------+----------------------------------------+
| num_var13_0 | 7 | 0 | 72048 | 76020 | 0.947751 |
+----------------------------+------------------+-----------------------+----------------------------------------+----------------+----------------------------------------+
| ind_var13_0 | 2 | 0 | 72048 | 76020 | 0.947751 |
+----------------------------+------------------+-----------------------+----------------------------------------+----------------+----------------------------------------+
| num_var45_ult1 | 94 | 0 | 54392 | 76020 | 0.715496 |
+----------------------------+------------------+-----------------------+----------------------------------------+----------------+----------------------------------------+
| ind_var1 | 2 | 0 | 75734 | 76020 | 0.996238 |
+----------------------------+------------------+-----------------------+----------------------------------------+----------------+----------------------------------------+
| num_var42_0 | 8 | 3 | 70242 | 76020 | 0.923994 |
+----------------------------+------------------+-----------------------+----------------------------------------+----------------+----------------------------------------+
| num_var30 | 9 | 3 | 51452 | 76020 | 0.676822 |
+----------------------------+------------------+-----------------------+----------------------------------------+----------------+----------------------------------------+
| ind_var31 | 2 | 0 | 75741 | 76020 | 0.99633 |
+----------------------------+------------------+-----------------------+----------------------------------------+----------------+----------------------------------------+
| ind_var9_cte_ult1 | 2 | 0 | 68656 | 76020 | 0.903131 |
+----------------------------+------------------+-----------------------+----------------------------------------+----------------+----------------------------------------+
| ind_var25 | 2 | 0 | 74223 | 76020 | 0.976361 |
+----------------------------+------------------+-----------------------+----------------------------------------+----------------+----------------------------------------+
| ind_var13_largo_0 | 2 | 0 | 75247 | 76020 | 0.989832 |
+----------------------------+------------------+-----------------------+----------------------------------------+----------------+----------------------------------------+
| ind_var20_0 | 2 | 0 | 75744 | 76020 | 0.996369 |
+----------------------------+------------------+-----------------------+----------------------------------------+----------------+----------------------------------------+
| ind_var12_0 | 2 | 0 | 70887 | 76020 | 0.932478 |
+----------------------------+------------------+-----------------------+----------------------------------------+----------------+----------------------------------------+
| ind_var9_ult1 | 2 | 0 | 69489 | 76020 | 0.914088 |
+----------------------------+------------------+-----------------------+----------------------------------------+----------------+----------------------------------------+
| num_med_var45_ult3 | 71 | 0 | 51408 | 76020 | 0.676243 |
+----------------------------+------------------+-----------------------+----------------------------------------+----------------+----------------------------------------+
| num_var31_0 | 11 | 0 | 75695 | 76020 | 0.995725 |
+----------------------------+------------------+-----------------------+----------------------------------------+----------------+----------------------------------------+
| num_var45_hace2 | 85 | 0 | 48881 | 76020 | 0.643002 |
+----------------------------+------------------+-----------------------+----------------------------------------+----------------+----------------------------------------+
| num_var20_0 | 2 | 0 | 75744 | 76020 | 0.996369 |
+----------------------------+------------------+-----------------------+----------------------------------------+----------------+----------------------------------------+
| ind_var10cte_ult1 | 2 | 0 | 69014 | 76020 | 0.90784 |
+----------------------------+------------------+-----------------------+----------------------------------------+----------------+----------------------------------------+
| num_var13_largo_0 | 7 | 0 | 75247 | 76020 | 0.989832 |
+----------------------------+------------------+-----------------------+----------------------------------------+----------------+----------------------------------------+
| ind_var39 | 2 | 0 | 75737 | 76020 | 0.996277 |
+----------------------------+------------------+-----------------------+----------------------------------------+----------------+----------------------------------------+
| num_var1_0 | 3 | 0 | 75149 | 76020 | 0.988542 |
+----------------------------+------------------+-----------------------+----------------------------------------+----------------+----------------------------------------+
| num_op_var39_ult1 | 71 | 0 | 64271 | 76020 | 0.845449 |
+----------------------------+------------------+-----------------------+----------------------------------------+----------------+----------------------------------------+
| num_op_var40_efect_ult1 | 7 | 0 | 75982 | 76020 | 0.9995 |
+----------------------------+------------------+-----------------------+----------------------------------------+----------------+----------------------------------------+
| num_var13 | 7 | 0 | 72154 | 76020 | 0.949145 |
+----------------------------+------------------+-----------------------+----------------------------------------+----------------+----------------------------------------+
| num_var45_hace3 | 66 | 0 | 50663 | 76020 | 0.666443 |
+----------------------------+------------------+-----------------------+----------------------------------------+----------------+----------------------------------------+
| num_op_var40_efect_ult3 | 9 | 0 | 75975 | 76020 | 0.999408 |
+----------------------------+------------------+-----------------------+----------------------------------------+----------------+----------------------------------------+
| ind_var12 | 2 | 0 | 72564 | 76020 | 0.954538 |
+----------------------------+------------------+-----------------------+----------------------------------------+----------------+----------------------------------------+
| num_var40_0 | 3 | 0 | 75152 | 76020 | 0.988582 |
+----------------------------+------------------+-----------------------+----------------------------------------+----------------+----------------------------------------+
| num_op_var41_efect_ult3 | 40 | 0 | 67372 | 76020 | 0.88624 |
+----------------------------+------------------+-----------------------+----------------------------------------+----------------+----------------------------------------+
| num_var5_0 | 5 | 3 | 72336 | 76020 | 0.951539 |
+----------------------------+------------------+-----------------------+----------------------------------------+----------------+----------------------------------------+
| TARGET | 2 | 0 | 73012 | 76020 | 0.960431 |
+----------------------------+------------------+-----------------------+----------------------------------------+----------------+----------------------------------------+
| num_var22_ult3 | 33 | 0 | 49954 | 76020 | 0.657117 |
+----------------------------+------------------+-----------------------+----------------------------------------+----------------+----------------------------------------+
| num_var1 | 3 | 0 | 75734 | 76020 | 0.996238 |
+----------------------------+------------------+-----------------------+----------------------------------------+----------------+----------------------------------------+
| num_op_var41_ult3 | 96 | 0 | 62355 | 76020 | 0.820245 |
+----------------------------+------------------+-----------------------+----------------------------------------+----------------+----------------------------------------+
| num_var40 | 2 | 0 | 75737 | 76020 | 0.996277 |
+----------------------------+------------------+-----------------------+----------------------------------------+----------------+----------------------------------------+
| ind_var31_0 | 2 | 0 | 75695 | 76020 | 0.995725 |
+----------------------------+------------------+-----------------------+----------------------------------------+----------------+----------------------------------------+
| ind_var30_0 | 2 | 1 | 75677 | 76020 | 0.995488 |
+----------------------------+------------------+-----------------------+----------------------------------------+----------------+----------------------------------------+
| ind_var13_corto | 2 | 0 | 72867 | 76020 | 0.958524 |
+----------------------------+------------------+-----------------------+----------------------------------------+----------------+----------------------------------------+
| ind_var19 | 2 | 0 | 75701 | 76020 | 0.995804 |
+----------------------------+------------------+-----------------------+----------------------------------------+----------------+----------------------------------------+
| num_var22_hace3 | 19 | 0 | 61880 | 76020 | 0.813996 |
+----------------------------+------------------+-----------------------+----------------------------------------+----------------+----------------------------------------+
| num_meses_var5_ult3 | 4 | 3 | 42838 | 76020 | 0.56351 |
+----------------------------+------------------+-----------------------+----------------------------------------+----------------+----------------------------------------+
| ind_var13_corto_0 | 2 | 0 | 72756 | 76020 | 0.957064 |
+----------------------------+------------------+-----------------------+----------------------------------------+----------------+----------------------------------------+
| num_var42 | 7 | 3 | 52064 | 76020 | 0.684872 |
+----------------------------+------------------+-----------------------+----------------------------------------+----------------+----------------------------------------+
| ind_var13 | 2 | 0 | 72154 | 76020 | 0.949145 |
+----------------------------+------------------+-----------------------+----------------------------------------+----------------+----------------------------------------+
| num_var41_0 | 9 | 3 | 65398 | 76020 | 0.860274 |
+----------------------------+------------------+-----------------------+----------------------------------------+----------------+----------------------------------------+
| ind_var13_largo | 2 | 0 | 75260 | 76020 | 0.990003 |
+----------------------------+------------------+-----------------------+----------------------------------------+----------------+----------------------------------------+
| ind_var14_0 | 2 | 0 | 74222 | 76020 | 0.976348 |
+----------------------------+------------------+-----------------------+----------------------------------------+----------------+----------------------------------------+
| num_var26 | 9 | 0 | 74147 | 76020 | 0.975362 |
+----------------------------+------------------+-----------------------+----------------------------------------+----------------+----------------------------------------+
| ind_var10_ult1 | 2 | 0 | 69872 | 76020 | 0.919127 |
+----------------------------+------------------+-----------------------+----------------------------------------+----------------+----------------------------------------+
| num_meses_var13_corto_ult3 | 4 | 0 | 72760 | 76020 | 0.957117 |
+----------------------------+------------------+-----------------------+----------------------------------------+----------------+----------------------------------------+
| num_var12 | 4 | 0 | 72564 | 76020 | 0.954538 |
+----------------------------+------------------+-----------------------+----------------------------------------+----------------+----------------------------------------+
| var36 | 5 | 99 | 30064 | 76020 | 0.395475 |
+----------------------------+------------------+-----------------------+----------------------------------------+----------------+----------------------------------------+
| num_var20 | 2 | 0 | 75815 | 76020 | 0.997303 |
+----------------------------+------------------+-----------------------+----------------------------------------+----------------+----------------------------------------+
| num_med_var22_ult3 | 15 | 0 | 64766 | 76020 | 0.85196 |
+----------------------------+------------------+-----------------------+----------------------------------------+----------------+----------------------------------------+
| num_var24 | 3 | 0 | 73140 | 76020 | 0.962115 |
+----------------------------+------------------+-----------------------+----------------------------------------+----------------+----------------------------------------+
| num_var43_emit_ult1 | 27 | 0 | 70958 | 76020 | 0.933412 |
+----------------------------+------------------+-----------------------+----------------------------------------+----------------+----------------------------------------+
| num_aport_var17_ult1 | 8 | 0 | 75976 | 76020 | 0.999421 |
+----------------------------+------------------+-----------------------+----------------------------------------+----------------+----------------------------------------+
| num_var37_med_ult2 | 21 | 0 | 72452 | 76020 | 0.953065 |
+----------------------------+------------------+-----------------------+----------------------------------------+----------------+----------------------------------------+
| num_op_var39_comer_ult1 | 63 | 0 | 66075 | 76020 | 0.869179 |
+----------------------------+------------------+-----------------------+----------------------------------------+----------------+----------------------------------------+
| ind_var5_0 | 2 | 1 | 72829 | 76020 | 0.958024 |
+----------------------------+------------------+-----------------------+----------------------------------------+----------------+----------------------------------------+
Análisis Univariado#
Distribución altamente sesgada hacia valores bajos
Para la mayoría de las variables, el valor más frecuente (moda) es 0, lo que indica que muchos registros no tienen actividad o eventos asociados a estas métricas.
categorical_columns_first_10 = train_cleaned_combined.select_dtypes(include=['object']).columns[:10]
fig = sp.make_subplots(rows=5, cols=2, subplot_titles=categorical_columns_first_10)
for i, column in enumerate(categorical_columns_first_10):
row = i // 2 + 1 # Determinamos la fila (de 1 a 5)
col = i % 2 + 1 # Determinamos la columna (de 1 a 2)
count_plot = go.Bar(
x=train_cleaned_combined[column].value_counts().index,
y=train_cleaned_combined[column].value_counts().values,
name=column,
marker=dict(color='rgba(0, 128, 128, 0.5)'), # Color de las barras
)
fig.add_trace(count_plot, row=row, col=col)
fig.update_layout(
height=1000, # Ajustar el tamaño
width=800,
title_text="Distribución de las Primeras 10 Variables Categóricas",
title_x=0.5,
title_y=0.98,
font=dict(size=12), # Reducir tamaño de la fuente
margin=dict(t=50, b=50, l=50, r=50), # Añadir márgenes
showlegend=False, # No mostrar leyenda
)
# Mostrar el gráfico
fig.show()
Datos de test#
Variables predictoras#
sns.scatterplot(
data = test, x='saldo_medio_var5_ult3', y='var38', legend='full'
)
<Axes: xlabel='saldo_medio_var5_ult3', ylabel='var38'>
sns.scatterplot(
data = test, x='saldo_medio_var5_ult3', y='saldo_medio_var5_ult1', legend='full'
)
<Axes: xlabel='saldo_medio_var5_ult3', ylabel='saldo_medio_var5_ult1'>
sns.regplot(
data=test, x='imp_trans_var37_ult1', y='saldo_var30'
)
<Axes: xlabel='imp_trans_var37_ult1', ylabel='saldo_var30'>
sns.regplot(
data=test, x='saldo_var42', y='saldo_var5'
)
<Axes: xlabel='saldo_var42', ylabel='saldo_var5'>